library(tidyverse)
library(magrittr)
# library(locfit) #for chemdiab data set. Local regression, likelihood and density estimation.
# data(chemdiab)
#
# dat <- as_tibble(chemdiab)
#
# library(ks)
#Kernel smoothers for univariate and multivariate data, including densities, density derivatives, cumulative distributions, clustering, classification, density ridges, significant modal regions, and two-sample hypothesis tests. TDA is a yet little-known data science tool that allows to effectively work with high-dimensional data. In TDA data is considered as a mathematical object and the aim is to characterize the shape of this object using tools taken from the subfield of Mathematics called Topology.
TDA is able to render high dimensional data in a more comprehensible from and one way to do this is by representing data as a topological network. This kind of network provides an insightful segmentation of the data that, in turn, offers the opportunity to identify relevant topological features. These topological attributes can then be considered to develop highly tuned Machine Learning models. And this is only the beginning (persistent homology is next!)
Project a high dimensional dataset through functions, called lenses, in a lower dimensional space.
Cover this projection with overlapping hypercubes (n-dimensional analogue of a square in 2-dimensions).
Cluster the points in the original higher dimensional feature space hypercube by hypercube, i.e., hypercube by hypercube, cluster the inverse image (through the lenses) of the hypercube in the lower dimensional space.
The clusters become nodes of a graph.
Due to the overlap, a single point can appear in multiple nodes, when this happens, then there will be drawn an edge between these nodes.
What it is etc. Where to get it.
# norm_dat <- dat %>% mutate_if(is.numeric, scale, center = FALSE)
#
# dist_dat <- norm_dat %>% select_if(is.numeric) %>% stats::dist()
df <- readr::read_csv("data.csv")
# feature_names <- df %>% names() %>% setdiff(., c("id", "diagnosis"))
Y <- df %>% mutate(diagnosis = ifelse(diagnosis == "M", 1, 0)) %>% pull(diagnosis)
X <- df %>% select(-c("id", "diagnosis")) %>% mutate_all(., replace_na, replace = 0) %>% mutate_all(., scale, center=TRUE)# Create a custom 1-D lens with Isolation Forest
scale_zero_to_one <- function(vector){
a <- vector - min(vector)
b <- max(vector) - min(vector)
return(a/b)
}
model <- solitude::isolationForest$new(num_trees = 2500, mtry = 20)
model$fit(X)
lens1 <- model$scores$anomaly_score %>% scale_zero_to_one()#calc euclidean dist among rows
# apply(X, 2, function(x) sqrt(sum(x^2))) # The L2-norm
# lens2 <- df %>%
# select(-diagnosis) %>%
# group_nest(id) %>%
# mutate(data = map(data, ~norm(as.matrix(.x), type = "2"))) %>%
# unnest(data) %>%
# pull(data) %>% scale_zero_to_one()
cl <- dbscan::hdbscan(X, minPts = 5)
lens2 <- cl$outlier_scoreslens <- cbind(lens1, lens2)
tibble(lens[,1], lens[,2], Y) %>% ggplot(aes(x=lens1, y=lens2, color=as.factor(Y))) + geom_point() dist_X <- dist(X) # distance matrix
the_map <- TDAmapper::mapper(
dist_object = dist_X,
filter_values = list(lens[,1], lens[,2]),
num_intervals = c(10 ,10), # 1 value for each lens.
percent_overlap = 50,
num_bins_when_clustering = 5)Because we use two lenses, our data set will be projected into a two dimensional space.
dist_object: A matrix containing distance information between observations (rows) of the data.
filter_values: Here the chosen lenses are supplied to the mapper function.
num_intervals: The more intervals, the more granularity for producing covers. 10 by 10 intervals will produce a cover of 100 “squares” in two dimensions. This will lead to more nodes in the end. The clustering will be applied to each element (here, the resutling squares) of the pullback image of the cover. The clusters are the nodes of the graph. This is why the mapper is called a local clustering algorithm (guided by the lenses).
percent_overlap: The more percent overlap, the more edges will appear in the network. As the percent overlap increases, also the likelihood of having nodes that share at least one observation increases and each time two nodes have a intersection, an edge will appear in the network.
num_bins_when_clustering: The amount of clusters per element of the cover. The more clusters are allowed, the more nodes. The clustering algorithm used in the TDAmapper package is {stats::hclust()}.
For more information on “mapper”, see here: (Singh, Mémoli, and Carlsson 2007)
Also say why the hell you do this.
# #### Relating node information to the original data frame.
df %<>% mutate(rows = rownames(.) %>% as.factor()) %>%
add_column("iso_forest" = lens1,
"outlier_score" = lens2)
df_nest <- df %>% mutate(diagnosis = ifelse(diagnosis == "M", 1, 0)) %>% group_nest(rows)
MapperNodes <- TDAmapper::mapperVertices(the_map, df$rows)
## it is a string mixed with numericals. The output of the mapper function is more useful as it
##
df_nodes <- the_map %>% as.list() %>%
pluck("points_in_vertex") %>%
tibble() %>% rename(rows = ".") %>%
mutate(Nodename = paste0("N", seq(1, length(MapperNodes$Nodename)))) %>%
unnest(rows) %>%
mutate(rows = as.factor(rows)) %>%
left_join(df_nest, ., by="rows") %>%
unnest(data)
##example what could be done now:
# df_nodes %>% group_by(Nodename) %>%
# summarise_all(mean) %>%
# ggplot(aes(x=smoothness_mean, y=outlier_score, color=iso_forest)) + geom_point()
####Mode <- function(x) {
ux <- unique(x)
ux[which.max(tabulate(match(x, ux)))]
}
MapperNodes <- TDAmapper::mapperVertices(the_map, df$rows)
MapperLinks <- TDAmapper::mapperEdges(the_map)
nodes <- the_map$points_in_vertex
# group <- map_dbl(nodes, ~Mode(Y[.x]))
# MapperNodes$Nodegroup <- ifelse(group==1, "Cancer", "Healty")
# colore <- sort(unique(map_dbl(nodes, ~mean(Y[.x])*100)))
networkD3::forceNetwork(
Nodes = MapperNodes,
Links = MapperLinks,
Source = "Linksource",
Target = "Linktarget",
Value = "Linkvalue",
NodeID = "Nodename",
Nodesize = "Nodesize",
Group = "Nodegroup",
# legend = "False",
charge = -40,
height = 1000, # Size of the plot (vertical)
width = 1500, # Size of the plot (horizontal)
# linkDistance = networkD3::JS("function(d) { return 10*d.value; }"), # Function to determine distance between any two nodes, uses variables already defined in forceNetwork function (not variables from a data frame)
# linkWidth = networkD3::JS("function(d) { return d.value/5; }"),# Function to determine link/edge thickness, uses variables already defined in forceNetwork function (not variables from a data frame)
opacity = 5, # opacity
zoom = TRUE) # ability to zoom when click on the node)Linking the data and mapper output to the visualization
library(network)
# library(sna)
# library(intergraph) #makes igraph compatible
library(ggplot2)
library(ggnetwork)
library(kableExtra)
adja_matrix <- the_map$adjacency
nodes <- the_map$points_in_vertex
# MapperNodes <- TDAmapper::mapperVertices(the_map, df$id)
Nodename <- paste0("N", seq(1, length(nodes)))
#WHAT DOES NODEGROUP MEAN???????
net_df <- network(adja_matrix, directed = FALSE, vertex.attr = list("Nodename" = Nodename)) %>%
ggnetwork()
# df_nodes <- n select(-vertex.names) %>% left_join(., df_nodes, by="Nodename")
#here you can compute whatever you need (example: mean) connection between data and vis
mean_dat <- df_nodes %>% group_by(Nodename) %>% summarize_all(mean)
combined_dat <- left_join(net_df, mean_dat, by="Nodename")
kable(combined_dat) %>%
kable_styling("striped", full_width = F) %>%
kable_styling() %>%
scroll_box(width = "100%", height = "500px")| x | y | Nodename | vertex.names | xend | yend | rows | id | diagnosis | radius_mean | texture_mean | perimeter_mean | area_mean | smoothness_mean | compactness_mean | concavity_mean | concave points_mean | symmetry_mean | fractal_dimension_mean | radius_se | texture_se | perimeter_se | area_se | smoothness_se | compactness_se | concavity_se | concave points_se | symmetry_se | fractal_dimension_se | radius_worst | texture_worst | perimeter_worst | area_worst | smoothness_worst | compactness_worst | concavity_worst | concave points_worst | symmetry_worst | fractal_dimension_worst | iso_forest | outlier_score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.0313333 | 0.5589993 | N52 | 52 | 0.0832546 | 0.4545349 | NA | 8810955.0 | 1.0000000 | 14.19000 | 23.81000 | 92.87000 | 610.7000 | 0.0946300 | 0.1306000 | 0.1115000 | 0.0646200 | 0.2235000 | 0.0643300 | 0.4207000 | 1.8450000 | 3.534000 | 31.00000 | 0.0108800 | 0.0371000 | 0.0368800 | 0.0162700 | 0.0449900 | 0.0047680 | 16.86000 | 34.85000 | 115.00000 | 811.3000 | 0.1559000 | 0.4059000 | 0.3744000 | 0.1772000 | 0.4724000 | 0.1026000 | 0.4132161 | 0.6996134 |
| 0.0810987 | 0.6660942 | N53 | 53 | 0.1033860 | 0.5708874 | NA | 4906037.0 | 0.6666667 | 14.15000 | 20.07333 | 92.56333 | 648.4333 | 0.0938433 | 0.1285200 | 0.1228833 | 0.0643300 | 0.1986167 | 0.0640650 | 0.6660000 | 1.4766500 | 4.544667 | 57.24333 | 0.0109600 | 0.0501320 | 0.0608483 | 0.0225338 | 0.0369267 | 0.0054958 | 16.47233 | 25.39667 | 108.46833 | 864.7167 | 0.1242667 | 0.2655333 | 0.2933833 | 0.1322667 | 0.3321333 | 0.0841483 | 0.4943539 | 0.7244737 |
| 0.0810987 | 0.6660942 | N53 | 53 | 0.0313333 | 0.5589993 | NA | 4906037.0 | 0.6666667 | 14.15000 | 20.07333 | 92.56333 | 648.4333 | 0.0938433 | 0.1285200 | 0.1228833 | 0.0643300 | 0.1986167 | 0.0640650 | 0.6660000 | 1.4766500 | 4.544667 | 57.24333 | 0.0109600 | 0.0501320 | 0.0608483 | 0.0225338 | 0.0369267 | 0.0054958 | 16.47233 | 25.39667 | 108.46833 | 864.7167 | 0.1242667 | 0.2655333 | 0.2933833 | 0.1322667 | 0.3321333 | 0.0841483 | 0.4943539 | 0.7244737 |
| 0.0832546 | 0.4545349 | N46 | 46 | 0.1886496 | 0.3492252 | NA | 18666783.0 | 0.5625000 | 14.25956 | 19.22750 | 93.63375 | 657.7750 | 0.1003150 | 0.1230275 | 0.1143862 | 0.0580681 | 0.2028312 | 0.0659688 | 0.4925000 | 1.4001125 | 3.524875 | 46.62500 | 0.0098769 | 0.0376344 | 0.0438537 | 0.0151248 | 0.0270600 | 0.0057202 | 16.41937 | 24.51187 | 109.17375 | 870.0562 | 0.1336938 | 0.2839950 | 0.3022356 | 0.1227006 | 0.3150938 | 0.0884225 | 0.3771646 | 0.6387061 |
| 0.1033860 | 0.5708874 | N47 | 47 | 0.1689766 | 0.4723279 | NA | 18230737.0 | 0.6285714 | 15.49009 | 20.75429 | 101.91514 | 804.6686 | 0.1006531 | 0.1308157 | 0.1289347 | 0.0700857 | 0.1970343 | 0.0649260 | 0.6403657 | 1.5062114 | 4.626314 | 69.95743 | 0.0085898 | 0.0372216 | 0.0462445 | 0.0166229 | 0.0252451 | 0.0052977 | 18.44783 | 27.04571 | 123.17400 | 1155.2086 | 0.1350966 | 0.3186271 | 0.3576463 | 0.1426080 | 0.3080829 | 0.0917754 | 0.4624861 | 0.6535477 |
| 0.1033860 | 0.5708874 | N47 | 47 | 0.0832546 | 0.4545349 | NA | 18230737.0 | 0.6285714 | 15.49009 | 20.75429 | 101.91514 | 804.6686 | 0.1006531 | 0.1308157 | 0.1289347 | 0.0700857 | 0.1970343 | 0.0649260 | 0.6403657 | 1.5062114 | 4.626314 | 69.95743 | 0.0085898 | 0.0372216 | 0.0462445 | 0.0166229 | 0.0252451 | 0.0052977 | 18.44783 | 27.04571 | 123.17400 | 1155.2086 | 0.1350966 | 0.3186271 | 0.3576463 | 0.1426080 | 0.3080829 | 0.0917754 | 0.4624861 | 0.6535477 |
| 0.1294149 | 0.8502782 | N59 | 59 | 0.1737855 | 0.7702426 | NA | 859711.0 | 0.0000000 | 8.88800 | 14.64000 | 58.79000 | 244.0000 | 0.0978300 | 0.1531000 | 0.0860600 | 0.0287200 | 0.1902000 | 0.0898000 | 0.5262000 | 0.8522000 | 3.168000 | 25.44000 | 0.0172100 | 0.0936800 | 0.0567100 | 0.0176600 | 0.0254100 | 0.0219300 | 9.73300 | 15.67000 | 62.56000 | 284.4000 | 0.1207000 | 0.2436000 | 0.1434000 | 0.0478600 | 0.2254000 | 0.1084000 | 0.5919389 | 0.7977983 |
| 0.1689766 | 0.4723279 | N43 | 43 | 0.1886496 | 0.3492252 | NA | 34306209.3 | 0.6538462 | 16.06606 | 21.74596 | 105.45250 | 862.2731 | 0.0971142 | 0.1237775 | 0.1221242 | 0.0682241 | 0.1872423 | 0.0626077 | 0.5695192 | 1.4395923 | 4.078096 | 61.13267 | 0.0072560 | 0.0320094 | 0.0372661 | 0.0137623 | 0.0221185 | 0.0043778 | 19.00894 | 28.60635 | 126.84442 | 1211.7596 | 0.1330125 | 0.3177973 | 0.3577069 | 0.1444533 | 0.2971288 | 0.0882800 | 0.4384754 | 0.5873970 |
| 0.1689766 | 0.4723279 | N43 | 43 | 0.2881142 | 0.4237081 | NA | 34306209.3 | 0.6538462 | 16.06606 | 21.74596 | 105.45250 | 862.2731 | 0.0971142 | 0.1237775 | 0.1221242 | 0.0682241 | 0.1872423 | 0.0626077 | 0.5695192 | 1.4395923 | 4.078096 | 61.13267 | 0.0072560 | 0.0320094 | 0.0372661 | 0.0137623 | 0.0221185 | 0.0043778 | 19.00894 | 28.60635 | 126.84442 | 1211.7596 | 0.1330125 | 0.3177973 | 0.3577069 | 0.1444533 | 0.2971288 | 0.0882800 | 0.4384754 | 0.5873970 |
| 0.1701194 | 0.0892239 | N68 | 68 | 0.2647630 | 0.0496826 | NA | 202786298.2 | 1.0000000 | 22.27600 | 21.85800 | 152.57600 | 1678.4200 | 0.1276800 | 0.2532800 | 0.3454400 | 0.1590400 | 0.2373400 | 0.0718220 | 1.6712600 | 1.7886000 | 12.506200 | 288.88600 | 0.0127840 | 0.0644900 | 0.0875900 | 0.0205740 | 0.0497700 | 0.0068208 | 25.69000 | 26.41000 | 177.95400 | 2203.3400 | 0.1586400 | 0.4968600 | 0.6077400 | 0.2310200 | 0.3917800 | 0.0964500 | 0.9224915 | 0.8633097 |
| 0.1701194 | 0.0892239 | N68 | 68 | 0.2001185 | 0.0067192 | NA | 202786298.2 | 1.0000000 | 22.27600 | 21.85800 | 152.57600 | 1678.4200 | 0.1276800 | 0.2532800 | 0.3454400 | 0.1590400 | 0.2373400 | 0.0718220 | 1.6712600 | 1.7886000 | 12.506200 | 288.88600 | 0.0127840 | 0.0644900 | 0.0875900 | 0.0205740 | 0.0497700 | 0.0068208 | 25.69000 | 26.41000 | 177.95400 | 2203.3400 | 0.1586400 | 0.4968600 | 0.6077400 | 0.2310200 | 0.3917800 | 0.0964500 | 0.9224915 | 0.8633097 |
| 0.1701194 | 0.0892239 | N68 | 68 | 0.1062707 | 0.1651024 | NA | 202786298.2 | 1.0000000 | 22.27600 | 21.85800 | 152.57600 | 1678.4200 | 0.1276800 | 0.2532800 | 0.3454400 | 0.1590400 | 0.2373400 | 0.0718220 | 1.6712600 | 1.7886000 | 12.506200 | 288.88600 | 0.0127840 | 0.0644900 | 0.0875900 | 0.0205740 | 0.0497700 | 0.0068208 | 25.69000 | 26.41000 | 177.95400 | 2203.3400 | 0.1586400 | 0.4968600 | 0.6077400 | 0.2310200 | 0.3917800 | 0.0964500 | 0.9224915 | 0.8633097 |
| 0.1737855 | 0.7702426 | N54 | 54 | 0.1883090 | 0.6719276 | NA | 52980914.8 | 0.4736842 | 13.32274 | 20.61105 | 87.61211 | 607.8421 | 0.1013284 | 0.1457584 | 0.1384979 | 0.0649463 | 0.2029789 | 0.0720147 | 0.5896947 | 1.6380895 | 4.221474 | 55.77726 | 0.0098870 | 0.0506637 | 0.0610700 | 0.0193923 | 0.0274159 | 0.0078586 | 15.64616 | 26.18526 | 103.83263 | 880.1316 | 0.1320126 | 0.2966289 | 0.3258253 | 0.1261811 | 0.3029211 | 0.0962553 | 0.5532015 | 0.7321746 |
| 0.1737855 | 0.7702426 | N54 | 54 | 0.0810987 | 0.6660942 | NA | 52980914.8 | 0.4736842 | 13.32274 | 20.61105 | 87.61211 | 607.8421 | 0.1013284 | 0.1457584 | 0.1384979 | 0.0649463 | 0.2029789 | 0.0720147 | 0.5896947 | 1.6380895 | 4.221474 | 55.77726 | 0.0098870 | 0.0506637 | 0.0610700 | 0.0193923 | 0.0274159 | 0.0078586 | 15.64616 | 26.18526 | 103.83263 | 880.1316 | 0.1320126 | 0.2966289 | 0.3258253 | 0.1261811 | 0.3029211 | 0.0962553 | 0.5532015 | 0.7321746 |
| 0.1883090 | 0.6719276 | N48 | 48 | 0.2222091 | 0.5737410 | NA | 18064352.7 | 0.6250000 | 15.32775 | 21.80025 | 101.35600 | 804.7600 | 0.1007560 | 0.1472350 | 0.1566078 | 0.0769632 | 0.1951200 | 0.0673970 | 0.6180150 | 1.4266125 | 4.482450 | 69.79552 | 0.0081543 | 0.0395294 | 0.0500554 | 0.0154782 | 0.0233167 | 0.0058689 | 18.47563 | 28.10550 | 124.17650 | 1199.5025 | 0.1376388 | 0.3535958 | 0.4135202 | 0.1531428 | 0.3023725 | 0.0968892 | 0.5381257 | 0.6710598 |
| 0.1883090 | 0.6719276 | N48 | 48 | 0.1033860 | 0.5708874 | NA | 18064352.7 | 0.6250000 | 15.32775 | 21.80025 | 101.35600 | 804.7600 | 0.1007560 | 0.1472350 | 0.1566078 | 0.0769632 | 0.1951200 | 0.0673970 | 0.6180150 | 1.4266125 | 4.482450 | 69.79552 | 0.0081543 | 0.0395294 | 0.0500554 | 0.0154782 | 0.0233167 | 0.0058689 | 18.47563 | 28.10550 | 124.17650 | 1199.5025 | 0.1376388 | 0.3535958 | 0.4135202 | 0.1531428 | 0.3023725 | 0.0968892 | 0.5381257 | 0.6710598 |
| 0.1886496 | 0.3492252 | N42 | 42 | 0.3390217 | 0.3169053 | NA | 39713198.7 | 0.5616438 | 14.87360 | 20.94918 | 97.21534 | 727.2630 | 0.1007386 | 0.1137412 | 0.1108364 | 0.0610652 | 0.1863685 | 0.0632308 | 0.4827863 | 1.4852329 | 3.341548 | 47.77570 | 0.0084535 | 0.0281595 | 0.0358687 | 0.0136363 | 0.0227738 | 0.0042736 | 17.29012 | 27.63205 | 114.31767 | 992.0370 | 0.1379126 | 0.2613212 | 0.3075953 | 0.1255544 | 0.2884342 | 0.0843730 | 0.3550034 | 0.5691102 |
| 0.1886496 | 0.3492252 | N42 | 42 | 0.2568029 | 0.2380713 | NA | 39713198.7 | 0.5616438 | 14.87360 | 20.94918 | 97.21534 | 727.2630 | 0.1007386 | 0.1137412 | 0.1108364 | 0.0610652 | 0.1863685 | 0.0632308 | 0.4827863 | 1.4852329 | 3.341548 | 47.77570 | 0.0084535 | 0.0281595 | 0.0358687 | 0.0136363 | 0.0227738 | 0.0042736 | 17.29012 | 27.63205 | 114.31767 | 992.0370 | 0.1379126 | 0.2613212 | 0.3075953 | 0.1255544 | 0.2884342 | 0.0843730 | 0.3550034 | 0.5691102 |
| 0.2016626 | 0.4678645 | N38 | 38 | 0.2881142 | 0.4237081 | NA | 894335.0 | 0.0000000 | 12.43000 | 17.00000 | 78.60000 | 477.3000 | 0.0755700 | 0.0345400 | 0.0134200 | 0.0169900 | 0.1472000 | 0.0556100 | 0.3778000 | 2.2000000 | 2.487000 | 31.16000 | 0.0073570 | 0.0107900 | 0.0099590 | 0.0112000 | 0.0343300 | 0.0029610 | 12.90000 | 20.21000 | 81.76000 | 515.9000 | 0.0840900 | 0.0471200 | 0.0223700 | 0.0283200 | 0.1901000 | 0.0593200 | 0.4928099 | 0.5429805 |
| 0.2078948 | 0.9004729 | N62 | 62 | 0.3057724 | 0.8561349 | NA | 859711.0 | 0.0000000 | 8.88800 | 14.64000 | 58.79000 | 244.0000 | 0.0978300 | 0.1531000 | 0.0860600 | 0.0287200 | 0.1902000 | 0.0898000 | 0.5262000 | 0.8522000 | 3.168000 | 25.44000 | 0.0172100 | 0.0936800 | 0.0567100 | 0.0176600 | 0.0254100 | 0.0219300 | 9.73300 | 15.67000 | 62.56000 | 284.4000 | 0.1207000 | 0.2436000 | 0.1434000 | 0.0478600 | 0.2254000 | 0.1084000 | 0.5919389 | 0.7977983 |
| 0.2078948 | 0.9004729 | N62 | 62 | 0.1294149 | 0.8502782 | NA | 859711.0 | 0.0000000 | 8.88800 | 14.64000 | 58.79000 | 244.0000 | 0.0978300 | 0.1531000 | 0.0860600 | 0.0287200 | 0.1902000 | 0.0898000 | 0.5262000 | 0.8522000 | 3.168000 | 25.44000 | 0.0172100 | 0.0936800 | 0.0567100 | 0.0176600 | 0.0254100 | 0.0219300 | 9.73300 | 15.67000 | 62.56000 | 284.4000 | 0.1207000 | 0.2436000 | 0.1434000 | 0.0478600 | 0.2254000 | 0.1084000 | 0.5919389 | 0.7977983 |
| 0.2222091 | 0.5737410 | N44 | 44 | 0.2016626 | 0.4678645 | NA | 19811714.6 | 0.6400000 | 15.76132 | 21.97520 | 104.32840 | 850.0120 | 0.0984096 | 0.1449108 | 0.1514876 | 0.0772068 | 0.1949880 | 0.0665340 | 0.6078200 | 1.3669880 | 4.576720 | 66.31288 | 0.0068069 | 0.0352177 | 0.0438014 | 0.0134861 | 0.0235224 | 0.0050477 | 18.80972 | 28.40880 | 128.24480 | 1213.3520 | 0.1325032 | 0.3728040 | 0.4403420 | 0.1531428 | 0.3124640 | 0.0969368 | 0.5219885 | 0.6073919 |
| 0.2222091 | 0.5737410 | N44 | 44 | 0.2997246 | 0.5267026 | NA | 19811714.6 | 0.6400000 | 15.76132 | 21.97520 | 104.32840 | 850.0120 | 0.0984096 | 0.1449108 | 0.1514876 | 0.0772068 | 0.1949880 | 0.0665340 | 0.6078200 | 1.3669880 | 4.576720 | 66.31288 | 0.0068069 | 0.0352177 | 0.0438014 | 0.0134861 | 0.0235224 | 0.0050477 | 18.80972 | 28.40880 | 128.24480 | 1213.3520 | 0.1325032 | 0.3728040 | 0.4403420 | 0.1531428 | 0.3124640 | 0.0969368 | 0.5219885 | 0.6073919 |
| 0.2222091 | 0.5737410 | N44 | 44 | 0.1689766 | 0.4723279 | NA | 19811714.6 | 0.6400000 | 15.76132 | 21.97520 | 104.32840 | 850.0120 | 0.0984096 | 0.1449108 | 0.1514876 | 0.0772068 | 0.1949880 | 0.0665340 | 0.6078200 | 1.3669880 | 4.576720 | 66.31288 | 0.0068069 | 0.0352177 | 0.0438014 | 0.0134861 | 0.0235224 | 0.0050477 | 18.80972 | 28.40880 | 128.24480 | 1213.3520 | 0.1325032 | 0.3728040 | 0.4403420 | 0.1531428 | 0.3124640 | 0.0969368 | 0.5219885 | 0.6073919 |
| 0.2568029 | 0.2380713 | N41 | 41 | 0.3801900 | 0.1970649 | NA | 43317541.8 | 0.5862069 | 14.41610 | 21.15345 | 93.99345 | 675.4379 | 0.0986752 | 0.1086186 | 0.0938924 | 0.0536076 | 0.1801552 | 0.0615779 | 0.4449793 | 1.3587690 | 3.201448 | 42.32124 | 0.0085912 | 0.0269869 | 0.0353378 | 0.0148876 | 0.0209721 | 0.0036257 | 16.52083 | 27.11862 | 109.90207 | 894.4517 | 0.1359345 | 0.2504324 | 0.2792334 | 0.1234548 | 0.2757172 | 0.0801814 | 0.2883097 | 0.5477604 |
| 0.2881142 | 0.4237081 | N36 | 36 | 0.4063064 | 0.4116395 | NA | 51669171.2 | 0.6000000 | 15.29480 | 20.95600 | 99.79520 | 793.9680 | 0.0943020 | 0.1046872 | 0.1063171 | 0.0608663 | 0.1821960 | 0.0612460 | 0.4642280 | 1.2885400 | 3.303120 | 50.57820 | 0.0063107 | 0.0235886 | 0.0294121 | 0.0111691 | 0.0206240 | 0.0033236 | 18.23476 | 27.96320 | 120.88000 | 1152.1560 | 0.1282120 | 0.2687320 | 0.3141836 | 0.1321000 | 0.2935680 | 0.0832208 | 0.4210566 | 0.5193592 |
| 0.2881142 | 0.4237081 | N36 | 36 | 0.3390217 | 0.3169053 | NA | 51669171.2 | 0.6000000 | 15.29480 | 20.95600 | 99.79520 | 793.9680 | 0.0943020 | 0.1046872 | 0.1063171 | 0.0608663 | 0.1821960 | 0.0612460 | 0.4642280 | 1.2885400 | 3.303120 | 50.57820 | 0.0063107 | 0.0235886 | 0.0294121 | 0.0111691 | 0.0206240 | 0.0033236 | 18.23476 | 27.96320 | 120.88000 | 1152.1560 | 0.1282120 | 0.2687320 | 0.3141836 | 0.1321000 | 0.2935680 | 0.0832208 | 0.4210566 | 0.5193592 |
| 0.2997246 | 0.5267026 | N37 | 37 | 0.2881142 | 0.4237081 | NA | 4551125.0 | 0.5000000 | 17.03000 | 22.31000 | 112.97500 | 964.9000 | 0.0878250 | 0.1513500 | 0.1621150 | 0.0899400 | 0.1513500 | 0.0639950 | 0.5637000 | 1.0669500 | 4.669500 | 69.87450 | 0.0045100 | 0.0369050 | 0.0394050 | 0.0156900 | 0.0199400 | 0.0055770 | 20.11500 | 27.25500 | 141.18000 | 1357.7000 | 0.1086950 | 0.3549500 | 0.3834000 | 0.1762000 | 0.2466000 | 0.0896150 | 0.5047916 | 0.5551850 |
| 0.3051285 | 0.7423285 | N49 | 49 | 0.3069179 | 0.6516061 | NA | 15271760.3 | 0.8461538 | 17.99900 | 23.62385 | 120.38462 | 1100.2385 | 0.1091492 | 0.1871900 | 0.2156385 | 0.1084954 | 0.2081692 | 0.0692469 | 0.5882385 | 1.3847769 | 4.485769 | 76.60677 | 0.0075922 | 0.0406600 | 0.0514523 | 0.0158008 | 0.0219585 | 0.0053744 | 22.17631 | 33.09615 | 151.80923 | 1682.3692 | 0.1556308 | 0.5172900 | 0.5906846 | 0.2181923 | 0.3527000 | 0.1071808 | 0.6395179 | 0.6934180 |
| 0.3051285 | 0.7423285 | N49 | 49 | 0.1883090 | 0.6719276 | NA | 15271760.3 | 0.8461538 | 17.99900 | 23.62385 | 120.38462 | 1100.2385 | 0.1091492 | 0.1871900 | 0.2156385 | 0.1084954 | 0.2081692 | 0.0692469 | 0.5882385 | 1.3847769 | 4.485769 | 76.60677 | 0.0075922 | 0.0406600 | 0.0514523 | 0.0158008 | 0.0219585 | 0.0053744 | 22.17631 | 33.09615 | 151.80923 | 1682.3692 | 0.1556308 | 0.5172900 | 0.5906846 | 0.2181923 | 0.3527000 | 0.1071808 | 0.6395179 | 0.6934180 |
| 0.3057724 | 0.8561349 | N55 | 55 | 0.1737855 | 0.7702426 | NA | 12852619.8 | 0.5625000 | 14.68056 | 19.91187 | 98.36813 | 734.2313 | 0.1100681 | 0.1982731 | 0.1952350 | 0.0893375 | 0.2154000 | 0.0770612 | 0.5360250 | 1.3354625 | 3.893625 | 58.17175 | 0.0091695 | 0.0529875 | 0.0630375 | 0.0174625 | 0.0294800 | 0.0090179 | 17.69969 | 26.92625 | 120.78938 | 1121.9437 | 0.1482075 | 0.4655419 | 0.5132375 | 0.1763600 | 0.3518188 | 0.1120956 | 0.6488489 | 0.7413141 |
| 0.3057724 | 0.8561349 | N55 | 55 | 0.3051285 | 0.7423285 | NA | 12852619.8 | 0.5625000 | 14.68056 | 19.91187 | 98.36813 | 734.2313 | 0.1100681 | 0.1982731 | 0.1952350 | 0.0893375 | 0.2154000 | 0.0770612 | 0.5360250 | 1.3354625 | 3.893625 | 58.17175 | 0.0091695 | 0.0529875 | 0.0630375 | 0.0174625 | 0.0294800 | 0.0090179 | 17.69969 | 26.92625 | 120.78938 | 1121.9437 | 0.1482075 | 0.4655419 | 0.5132375 | 0.1763600 | 0.3518188 | 0.1120956 | 0.6488489 | 0.7413141 |
| 0.3069179 | 0.6516061 | N45 | 45 | 0.2222091 | 0.5737410 | NA | 84667401.0 | 1.0000000 | 13.73000 | 22.61000 | 93.60000 | 578.3000 | 0.1131000 | 0.2293000 | 0.2128000 | 0.0802500 | 0.2069000 | 0.0768200 | 0.2121000 | 1.1690000 | 2.061000 | 19.21000 | 0.0064290 | 0.0593600 | 0.0550100 | 0.0162800 | 0.0196100 | 0.0080930 | 15.03000 | 32.01000 | 108.80000 | 697.7000 | 0.1651000 | 0.7725000 | 0.6943000 | 0.2208000 | 0.3596000 | 0.1431000 | 0.5903791 | 0.6380966 |
| 0.3122399 | 0.9670893 | N61 | 61 | 0.3057724 | 0.8561349 | NA | 485119202.0 | 0.5000000 | 15.91500 | 22.64500 | 105.26500 | 799.5000 | 0.0940850 | 0.1411000 | 0.1522000 | 0.0659950 | 0.1511000 | 0.0652900 | 0.7053500 | 1.7185000 | 4.063500 | 67.82000 | 0.0194460 | 0.0959750 | 0.1217000 | 0.0334900 | 0.0312600 | 0.0177100 | 16.92000 | 25.10000 | 111.05000 | 894.1500 | 0.1120650 | 0.2132500 | 0.2511500 | 0.1060000 | 0.1937500 | 0.0780850 | 0.6635286 | 0.8227825 |
| 0.3390217 | 0.3169053 | N35 | 35 | 0.4932039 | 0.3547114 | NA | 32718713.7 | 0.6024096 | 15.27798 | 20.22325 | 99.77807 | 775.9434 | 0.0982083 | 0.1109277 | 0.1092437 | 0.0611492 | 0.1833108 | 0.0621029 | 0.4697386 | 1.2726578 | 3.193928 | 49.05439 | 0.0072157 | 0.0247359 | 0.0318245 | 0.0120915 | 0.0206929 | 0.0035904 | 17.99875 | 26.95313 | 118.43566 | 1090.2795 | 0.1364447 | 0.2726887 | 0.3158148 | 0.1319073 | 0.2953361 | 0.0847445 | 0.3409958 | 0.5096418 |
| 0.3390217 | 0.3169053 | N35 | 35 | 0.3801900 | 0.1970649 | NA | 32718713.7 | 0.6024096 | 15.27798 | 20.22325 | 99.77807 | 775.9434 | 0.0982083 | 0.1109277 | 0.1092437 | 0.0611492 | 0.1833108 | 0.0621029 | 0.4697386 | 1.2726578 | 3.193928 | 49.05439 | 0.0072157 | 0.0247359 | 0.0318245 | 0.0120915 | 0.0206929 | 0.0035904 | 17.99875 | 26.95313 | 118.43566 | 1090.2795 | 0.1364447 | 0.2726887 | 0.3158148 | 0.1319073 | 0.2953361 | 0.0847445 | 0.3409958 | 0.5096418 |
| 0.3801900 | 0.1970649 | N34 | 34 | 0.5133601 | 0.2209132 | NA | 10584515.0 | 0.4455446 | 13.99023 | 20.06644 | 91.23525 | 633.0941 | 0.0980265 | 0.1109529 | 0.0917531 | 0.0506595 | 0.1811634 | 0.0634276 | 0.3943634 | 1.2714248 | 2.824563 | 36.80066 | 0.0072961 | 0.0282688 | 0.0350737 | 0.0131708 | 0.0204602 | 0.0039207 | 16.07165 | 26.52277 | 106.30208 | 843.8059 | 0.1344217 | 0.2740756 | 0.2885514 | 0.1210808 | 0.2871802 | 0.0852774 | 0.2578535 | 0.4857521 |
| 0.3801900 | 0.1970649 | N34 | 34 | 0.4347895 | 0.0860170 | NA | 10584515.0 | 0.4455446 | 13.99023 | 20.06644 | 91.23525 | 633.0941 | 0.0980265 | 0.1109529 | 0.0917531 | 0.0506595 | 0.1811634 | 0.0634276 | 0.3943634 | 1.2714248 | 2.824563 | 36.80066 | 0.0072961 | 0.0282688 | 0.0350737 | 0.0131708 | 0.0204602 | 0.0039207 | 16.07165 | 26.52277 | 106.30208 | 843.8059 | 0.1344217 | 0.2740756 | 0.2885514 | 0.1210808 | 0.2871802 | 0.0852774 | 0.2578535 | 0.4857521 |
| 0.3892211 | 0.8519800 | N57 | 57 | 0.4232847 | 0.7851556 | NA | 8611555.0 | 1.0000000 | 25.22000 | 24.91000 | 171.50000 | 1878.0000 | 0.1063000 | 0.2665000 | 0.3339000 | 0.1845000 | 0.1829000 | 0.0678200 | 0.8973000 | 1.4740000 | 7.382000 | 120.00000 | 0.0081660 | 0.0569300 | 0.0573000 | 0.0203000 | 0.0106500 | 0.0058930 | 30.00000 | 33.62000 | 211.70000 | 2562.0000 | 0.1573000 | 0.6076000 | 0.6476000 | 0.2867000 | 0.2355000 | 0.1051000 | 0.7241484 | 0.7025255 |
| 0.3892211 | 0.8519800 | N57 | 57 | 0.3057724 | 0.8561349 | NA | 8611555.0 | 1.0000000 | 25.22000 | 24.91000 | 171.50000 | 1878.0000 | 0.1063000 | 0.2665000 | 0.3339000 | 0.1845000 | 0.1829000 | 0.0678200 | 0.8973000 | 1.4740000 | 7.382000 | 120.00000 | 0.0081660 | 0.0569300 | 0.0573000 | 0.0203000 | 0.0106500 | 0.0058930 | 30.00000 | 33.62000 | 211.70000 | 2562.0000 | 0.1573000 | 0.6076000 | 0.6476000 | 0.2867000 | 0.2355000 | 0.1051000 | 0.7241484 | 0.7025255 |
| 0.4063064 | 0.4116395 | N32 | 32 | 0.4932039 | 0.3547114 | NA | 911157302.0 | 1.0000000 | 21.10000 | 20.52000 | 138.10000 | 1384.0000 | 0.0968400 | 0.1175000 | 0.1572000 | 0.1155000 | 0.1554000 | 0.0566100 | 0.6643000 | 1.3610000 | 4.542000 | 81.89000 | 0.0054670 | 0.0207500 | 0.0318500 | 0.0146600 | 0.0102900 | 0.0022050 | 25.68000 | 32.07000 | 168.20000 | 2022.0000 | 0.1368000 | 0.3101000 | 0.4399000 | 0.2280000 | 0.2268000 | 0.0742500 | 0.3900611 | 0.4545824 |
| 0.4232847 | 0.7851556 | N50 | 50 | 0.3051285 | 0.7423285 | NA | 6166328.7 | 1.0000000 | 19.13000 | 23.43667 | 129.16667 | 1183.5333 | 0.1140000 | 0.2550333 | 0.2505000 | 0.1325900 | 0.2140000 | 0.0737667 | 0.5795000 | 1.0879667 | 4.505000 | 71.81667 | 0.0066080 | 0.0500033 | 0.0473000 | 0.0164533 | 0.0153367 | 0.0052077 | 23.30667 | 33.30667 | 159.98667 | 1719.7000 | 0.1749333 | 0.7679667 | 0.7219333 | 0.2764667 | 0.3535667 | 0.1246000 | 0.7022116 | 0.7054340 |
| 0.4347895 | 0.0860170 | N33 | 33 | 0.5528728 | 0.0907782 | NA | 15848615.5 | 0.4000000 | 14.21350 | 19.92450 | 92.29700 | 640.1650 | 0.0948765 | 0.1011755 | 0.0736000 | 0.0430940 | 0.1788700 | 0.0623210 | 0.3734000 | 1.2149100 | 2.617645 | 34.81400 | 0.0066280 | 0.0248040 | 0.0317900 | 0.0121240 | 0.0192105 | 0.0037842 | 16.26300 | 26.86100 | 106.70850 | 841.4550 | 0.1330650 | 0.2593640 | 0.2718400 | 0.1149160 | 0.2892950 | 0.0840550 | 0.1995680 | 0.4527368 |
| 0.4594123 | 0.8925995 | N56 | 56 | 0.4882285 | 1.0000000 | NA | 8456946.7 | 0.8333333 | 16.75417 | 21.70083 | 113.40833 | 912.7417 | 0.1049900 | 0.2327783 | 0.2388667 | 0.1068642 | 0.2194667 | 0.0738367 | 0.6821583 | 1.9094250 | 5.626333 | 79.53083 | 0.0062604 | 0.0648680 | 0.0715117 | 0.0190058 | 0.0305158 | 0.0073741 | 20.43067 | 30.31667 | 142.73833 | 1363.8917 | 0.1438133 | 0.6594075 | 0.6793500 | 0.2141333 | 0.3799333 | 0.1194700 | 0.7254413 | 0.7622228 |
| 0.4594123 | 0.8925995 | N56 | 56 | 0.4232847 | 0.7851556 | NA | 8456946.7 | 0.8333333 | 16.75417 | 21.70083 | 113.40833 | 912.7417 | 0.1049900 | 0.2327783 | 0.2388667 | 0.1068642 | 0.2194667 | 0.0738367 | 0.6821583 | 1.9094250 | 5.626333 | 79.53083 | 0.0062604 | 0.0648680 | 0.0715117 | 0.0190058 | 0.0305158 | 0.0073741 | 20.43067 | 30.31667 | 142.73833 | 1363.8917 | 0.1438133 | 0.6594075 | 0.6793500 | 0.2141333 | 0.3799333 | 0.1194700 | 0.7254413 | 0.7622228 |
| 0.4594123 | 0.8925995 | N56 | 56 | 0.3057724 | 0.8561349 | NA | 8456946.7 | 0.8333333 | 16.75417 | 21.70083 | 113.40833 | 912.7417 | 0.1049900 | 0.2327783 | 0.2388667 | 0.1068642 | 0.2194667 | 0.0738367 | 0.6821583 | 1.9094250 | 5.626333 | 79.53083 | 0.0062604 | 0.0648680 | 0.0715117 | 0.0190058 | 0.0305158 | 0.0073741 | 20.43067 | 30.31667 | 142.73833 | 1363.8917 | 0.1438133 | 0.6594075 | 0.6793500 | 0.2141333 | 0.3799333 | 0.1194700 | 0.7254413 | 0.7622228 |
| 0.4932039 | 0.3547114 | N31 | 31 | 0.5600864 | 0.3056733 | NA | 48838196.0 | 0.4761905 | 14.55952 | 17.41476 | 94.38714 | 712.8095 | 0.0917943 | 0.0894352 | 0.0827719 | 0.0482523 | 0.1681143 | 0.0607324 | 0.3646714 | 0.9813190 | 2.446619 | 37.47924 | 0.0061516 | 0.0190227 | 0.0242373 | 0.0094161 | 0.0170319 | 0.0028763 | 16.91024 | 23.68143 | 110.28476 | 968.0762 | 0.1308514 | 0.2357662 | 0.2647710 | 0.1175410 | 0.2725714 | 0.0808624 | 0.3199845 | 0.4335055 |
| 0.4932039 | 0.3547114 | N31 | 31 | 0.6372009 | 0.4447802 | NA | 48838196.0 | 0.4761905 | 14.55952 | 17.41476 | 94.38714 | 712.8095 | 0.0917943 | 0.0894352 | 0.0827719 | 0.0482523 | 0.1681143 | 0.0607324 | 0.3646714 | 0.9813190 | 2.446619 | 37.47924 | 0.0061516 | 0.0190227 | 0.0242373 | 0.0094161 | 0.0170319 | 0.0028763 | 16.91024 | 23.68143 | 110.28476 | 968.0762 | 0.1308514 | 0.2357662 | 0.2647710 | 0.1175410 | 0.2725714 | 0.0808624 | 0.3199845 | 0.4335055 |
| 0.4932039 | 0.3547114 | N31 | 31 | 0.5133601 | 0.2209132 | NA | 48838196.0 | 0.4761905 | 14.55952 | 17.41476 | 94.38714 | 712.8095 | 0.0917943 | 0.0894352 | 0.0827719 | 0.0482523 | 0.1681143 | 0.0607324 | 0.3646714 | 0.9813190 | 2.446619 | 37.47924 | 0.0061516 | 0.0190227 | 0.0242373 | 0.0094161 | 0.0170319 | 0.0028763 | 16.91024 | 23.68143 | 110.28476 | 968.0762 | 0.1308514 | 0.2357662 | 0.2647710 | 0.1175410 | 0.2725714 | 0.0808624 | 0.3199845 | 0.4335055 |
| 0.5133601 | 0.2209132 | N30 | 30 | 0.5528728 | 0.0907782 | NA | 23476092.6 | 0.2989691 | 13.32347 | 18.62412 | 86.28619 | 570.2082 | 0.0958060 | 0.0950003 | 0.0686730 | 0.0395061 | 0.1766701 | 0.0631502 | 0.3213639 | 1.1464495 | 2.220632 | 28.60928 | 0.0068605 | 0.0223363 | 0.0279565 | 0.0106736 | 0.0191032 | 0.0035494 | 15.17131 | 25.12505 | 99.28021 | 745.4598 | 0.1351007 | 0.2409355 | 0.2449421 | 0.1061320 | 0.2883474 | 0.0851176 | 0.2321924 | 0.4164238 |
| 0.5133601 | 0.2209132 | N30 | 30 | 0.6404168 | 0.2922932 | NA | 23476092.6 | 0.2989691 | 13.32347 | 18.62412 | 86.28619 | 570.2082 | 0.0958060 | 0.0950003 | 0.0686730 | 0.0395061 | 0.1766701 | 0.0631502 | 0.3213639 | 1.1464495 | 2.220632 | 28.60928 | 0.0068605 | 0.0223363 | 0.0279565 | 0.0106736 | 0.0191032 | 0.0035494 | 15.17131 | 25.12505 | 99.28021 | 745.4598 | 0.1351007 | 0.2409355 | 0.2449421 | 0.1061320 | 0.2883474 | 0.0851176 | 0.2321924 | 0.4164238 |
| 0.5528728 | 0.0907782 | N29 | 29 | 0.6637661 | 0.1566513 | NA | 23575258.3 | 0.2631579 | 13.09599 | 18.66447 | 84.69105 | 543.5605 | 0.0963203 | 0.0922289 | 0.0608997 | 0.0355610 | 0.1736053 | 0.0629233 | 0.3082421 | 1.1933829 | 2.159472 | 25.90987 | 0.0069000 | 0.0220297 | 0.0271489 | 0.0106714 | 0.0187188 | 0.0034155 | 14.83895 | 25.81263 | 97.36355 | 701.4434 | 0.1364624 | 0.2384346 | 0.2360724 | 0.1040430 | 0.2854684 | 0.0846041 | 0.1828726 | 0.3972866 |
| 0.5528728 | 0.0907782 | N29 | 29 | 0.6264635 | 0.0008187 | NA | 23575258.3 | 0.2631579 | 13.09599 | 18.66447 | 84.69105 | 543.5605 | 0.0963203 | 0.0922289 | 0.0608997 | 0.0355610 | 0.1736053 | 0.0629233 | 0.3082421 | 1.1933829 | 2.159472 | 25.90987 | 0.0069000 | 0.0220297 | 0.0271489 | 0.0106714 | 0.0187188 | 0.0034155 | 14.83895 | 25.81263 | 97.36355 | 701.4434 | 0.1364624 | 0.2384346 | 0.2360724 | 0.1040430 | 0.2854684 | 0.0846041 | 0.1828726 | 0.3972866 |
| 0.5528728 | 0.0907782 | N29 | 29 | 0.5876230 | 0.0000000 | NA | 23575258.3 | 0.2631579 | 13.09599 | 18.66447 | 84.69105 | 543.5605 | 0.0963203 | 0.0922289 | 0.0608997 | 0.0355610 | 0.1736053 | 0.0629233 | 0.3082421 | 1.1933829 | 2.159472 | 25.90987 | 0.0069000 | 0.0220297 | 0.0271489 | 0.0106714 | 0.0187188 | 0.0034155 | 14.83895 | 25.81263 | 97.36355 | 701.4434 | 0.1364624 | 0.2384346 | 0.2360724 | 0.1040430 | 0.2854684 | 0.0846041 | 0.1828726 | 0.3972866 |
| 0.5569509 | 0.8466482 | N64 | 64 | 0.4594123 | 0.8925995 | NA | 84501001.0 | 1.0000000 | 12.46000 | 24.04000 | 83.97000 | 475.9000 | 0.1186000 | 0.2396000 | 0.2273000 | 0.0854300 | 0.2030000 | 0.0824300 | 0.2976000 | 1.5990000 | 2.039000 | 23.94000 | 0.0071490 | 0.0721700 | 0.0774300 | 0.0143200 | 0.0178900 | 0.0100800 | 15.09000 | 40.68000 | 97.65000 | 711.4000 | 0.1853000 | 1.0580000 | 1.1050000 | 0.2210000 | 0.4366000 | 0.2075000 | 0.7271720 | 0.7927863 |
| 0.5600864 | 0.3056733 | N22 | 22 | 0.6404168 | 0.2922932 | NA | 85638502.0 | 1.0000000 | 13.17000 | 21.81000 | 85.42000 | 531.5000 | 0.0971400 | 0.1047000 | 0.0825900 | 0.0525200 | 0.1746000 | 0.0617700 | 0.1938000 | 0.6123000 | 1.334000 | 14.49000 | 0.0033500 | 0.0138400 | 0.0145200 | 0.0068530 | 0.0111300 | 0.0017200 | 16.23000 | 29.89000 | 105.50000 | 740.7000 | 0.1503000 | 0.3904000 | 0.3728000 | 0.1607000 | 0.3693000 | 0.0961800 | 0.2951131 | 0.3821034 |
| 0.5727938 | 0.9560023 | N63 | 63 | 0.4594123 | 0.8925995 | NA | 859045.0 | 0.7500000 | 15.37225 | 22.51500 | 103.46500 | 771.8500 | 0.1005775 | 0.2118500 | 0.2320750 | 0.0803350 | 0.2300500 | 0.0743275 | 0.6375000 | 2.1345000 | 5.974250 | 67.62250 | 0.0068015 | 0.1012575 | 0.1516325 | 0.0292900 | 0.0478175 | 0.0104412 | 17.77500 | 30.73500 | 125.25000 | 1017.5250 | 0.1324750 | 0.6259750 | 0.7972250 | 0.1945500 | 0.4310000 | 0.1170500 | 0.7326821 | 0.8170121 |
| 0.5727938 | 0.9560023 | N63 | 63 | 0.6627955 | 0.9858353 | NA | 859045.0 | 0.7500000 | 15.37225 | 22.51500 | 103.46500 | 771.8500 | 0.1005775 | 0.2118500 | 0.2320750 | 0.0803350 | 0.2300500 | 0.0743275 | 0.6375000 | 2.1345000 | 5.974250 | 67.62250 | 0.0068015 | 0.1012575 | 0.1516325 | 0.0292900 | 0.0478175 | 0.0104412 | 17.77500 | 30.73500 | 125.25000 | 1017.5250 | 0.1324750 | 0.6259750 | 0.7972250 | 0.1945500 | 0.4310000 | 0.1170500 | 0.7326821 | 0.8170121 |
| 0.5876230 | 0.0000000 | N28 | 28 | 0.6937162 | 0.0440214 | NA | 917896.0 | 0.0000000 | 13.71000 | 18.68000 | 88.73000 | 571.0000 | 0.0991600 | 0.1070000 | 0.0538500 | 0.0378300 | 0.1714000 | 0.0684300 | 0.3191000 | 1.2490000 | 2.284000 | 26.45000 | 0.0067390 | 0.0225100 | 0.0208600 | 0.0135200 | 0.0187000 | 0.0037470 | 15.11000 | 25.63000 | 99.43000 | 701.9000 | 0.1425000 | 0.2566000 | 0.1935000 | 0.1284000 | 0.2849000 | 0.0903100 | 0.0803571 | 0.3393867 |
| 0.6264635 | 0.0008187 | N27 | 27 | 0.6937162 | 0.0440214 | NA | 8915.0 | 0.0000000 | 14.96000 | 19.10000 | 97.03000 | 687.3000 | 0.0899200 | 0.0982300 | 0.0594000 | 0.0481900 | 0.1879000 | 0.0585200 | 0.2877000 | 0.9480000 | 2.171000 | 24.87000 | 0.0053320 | 0.0211500 | 0.0153600 | 0.0118700 | 0.0152200 | 0.0028150 | 16.25000 | 26.19000 | 109.10000 | 809.8000 | 0.1313000 | 0.3030000 | 0.1804000 | 0.1489000 | 0.2962000 | 0.0847200 | 0.0921641 | 0.3549579 |
| 0.6372009 | 0.4447802 | N23 | 23 | 0.6404168 | 0.2922932 | NA | 2401257.0 | 0.0000000 | 12.17700 | 15.87600 | 77.18900 | 462.8100 | 0.0803710 | 0.0390720 | 0.0085071 | 0.0080664 | 0.1560600 | 0.0570980 | 0.2719600 | 0.9711600 | 1.774100 | 21.31900 | 0.0057797 | 0.0074750 | 0.0054729 | 0.0047514 | 0.0176810 | 0.0019791 | 13.43000 | 20.29300 | 85.31000 | 562.9800 | 0.1070360 | 0.0755330 | 0.0375649 | 0.0331752 | 0.2344200 | 0.0667640 | 0.3199642 | 0.3000376 |
| 0.6372009 | 0.4447802 | N23 | 23 | 0.7816898 | 0.4808277 | NA | 2401257.0 | 0.0000000 | 12.17700 | 15.87600 | 77.18900 | 462.8100 | 0.0803710 | 0.0390720 | 0.0085071 | 0.0080664 | 0.1560600 | 0.0570980 | 0.2719600 | 0.9711600 | 1.774100 | 21.31900 | 0.0057797 | 0.0074750 | 0.0054729 | 0.0047514 | 0.0176810 | 0.0019791 | 13.43000 | 20.29300 | 85.31000 | 562.9800 | 0.1070360 | 0.0755330 | 0.0375649 | 0.0331752 | 0.2344200 | 0.0667640 | 0.3199642 | 0.3000376 |
| 0.6404168 | 0.2922932 | N21 | 21 | 0.6637661 | 0.1566513 | NA | 34593818.7 | 0.1250000 | 12.85481 | 17.66646 | 82.60250 | 517.4458 | 0.0907977 | 0.0751083 | 0.0422315 | 0.0272670 | 0.1680771 | 0.0609654 | 0.2418229 | 0.9699083 | 1.699417 | 19.40594 | 0.0061848 | 0.0154045 | 0.0174511 | 0.0078542 | 0.0183419 | 0.0026642 | 14.37175 | 23.55625 | 93.41771 | 644.4625 | 0.1277833 | 0.1918925 | 0.1722505 | 0.0826352 | 0.2834938 | 0.0797235 | 0.2257065 | 0.3284520 |
| 0.6404168 | 0.2922932 | N21 | 21 | 0.7737367 | 0.3426981 | NA | 34593818.7 | 0.1250000 | 12.85481 | 17.66646 | 82.60250 | 517.4458 | 0.0907977 | 0.0751083 | 0.0422315 | 0.0272670 | 0.1680771 | 0.0609654 | 0.2418229 | 0.9699083 | 1.699417 | 19.40594 | 0.0061848 | 0.0154045 | 0.0174511 | 0.0078542 | 0.0183419 | 0.0026642 | 14.37175 | 23.55625 | 93.41771 | 644.4625 | 0.1277833 | 0.1918925 | 0.1722505 | 0.0826352 | 0.2834938 | 0.0797235 | 0.2257065 | 0.3284520 |
| 0.6637661 | 0.1566513 | N20 | 20 | 0.7810610 | 0.2102647 | NA | 21294574.7 | 0.1165049 | 12.99165 | 18.01476 | 83.69204 | 527.2563 | 0.0947325 | 0.0825879 | 0.0471783 | 0.0308332 | 0.1734204 | 0.0611190 | 0.2742350 | 1.0669806 | 1.922990 | 22.12650 | 0.0062665 | 0.0172985 | 0.0203671 | 0.0092054 | 0.0183719 | 0.0026930 | 14.58728 | 24.39437 | 95.05524 | 662.9670 | 0.1310534 | 0.1985305 | 0.1853923 | 0.0912937 | 0.2827408 | 0.0786179 | 0.1542181 | 0.3114902 |
| 0.6637661 | 0.1566513 | N20 | 20 | 0.6937162 | 0.0440214 | NA | 21294574.7 | 0.1165049 | 12.99165 | 18.01476 | 83.69204 | 527.2563 | 0.0947325 | 0.0825879 | 0.0471783 | 0.0308332 | 0.1734204 | 0.0611190 | 0.2742350 | 1.0669806 | 1.922990 | 22.12650 | 0.0062665 | 0.0172985 | 0.0203671 | 0.0092054 | 0.0183719 | 0.0026930 | 14.58728 | 24.39437 | 95.05524 | 662.9670 | 0.1310534 | 0.1985305 | 0.1853923 | 0.0912937 | 0.2827408 | 0.0786179 | 0.1542181 | 0.3114902 |
| 0.6795823 | 0.7156332 | N26 | 26 | 0.7409975 | 0.7920048 | NA | 893526.0 | 0.0000000 | 13.50000 | 12.71000 | 85.69000 | 566.2000 | 0.0737600 | 0.0361400 | 0.0027580 | 0.0044190 | 0.1365000 | 0.0533500 | 0.2244000 | 0.6864000 | 1.509000 | 20.39000 | 0.0033380 | 0.0037460 | 0.0020300 | 0.0032420 | 0.0148000 | 0.0015660 | 14.97000 | 16.94000 | 95.48000 | 698.7000 | 0.0902300 | 0.0583600 | 0.0137900 | 0.0221000 | 0.2267000 | 0.0619200 | 0.5103685 | 0.2737304 |
| 0.6795823 | 0.7156332 | N26 | 26 | 0.6952197 | 0.5985622 | NA | 893526.0 | 0.0000000 | 13.50000 | 12.71000 | 85.69000 | 566.2000 | 0.0737600 | 0.0361400 | 0.0027580 | 0.0044190 | 0.1365000 | 0.0533500 | 0.2244000 | 0.6864000 | 1.509000 | 20.39000 | 0.0033380 | 0.0037460 | 0.0020300 | 0.0032420 | 0.0148000 | 0.0015660 | 14.97000 | 16.94000 | 95.48000 | 698.7000 | 0.0902300 | 0.0583600 | 0.0137900 | 0.0221000 | 0.2267000 | 0.0619200 | 0.5103685 | 0.2737304 |
| 0.6937162 | 0.0440214 | N19 | 19 | 0.7974626 | 0.0958983 | NA | 12220306.6 | 0.0384615 | 12.94154 | 18.13423 | 83.26269 | 521.7000 | 0.0916535 | 0.0778862 | 0.0422423 | 0.0279635 | 0.1766923 | 0.0603042 | 0.2882154 | 1.0892192 | 2.019192 | 22.68846 | 0.0063235 | 0.0181152 | 0.0202201 | 0.0091206 | 0.0177715 | 0.0027689 | 14.42692 | 24.62962 | 93.95808 | 643.1538 | 0.1284692 | 0.1907531 | 0.1674554 | 0.0858404 | 0.2783038 | 0.0772723 | 0.1095540 | 0.2872277 |
| 0.6952197 | 0.5985622 | N24 | 24 | 0.8090653 | 0.6001076 | NA | 300940639.0 | 0.0000000 | 12.84333 | 15.87667 | 81.43333 | 513.2333 | 0.0777433 | 0.0336600 | 0.0028083 | 0.0054303 | 0.1369333 | 0.0539767 | 0.2490333 | 0.7847333 | 1.628333 | 20.46000 | 0.0046830 | 0.0038170 | 0.0018143 | 0.0034163 | 0.0163867 | 0.0013227 | 14.01000 | 19.21000 | 88.92667 | 609.5333 | 0.0978533 | 0.0503867 | 0.0122503 | 0.0220967 | 0.2139000 | 0.0596233 | 0.4474120 | 0.2807929 |
| 0.6952197 | 0.5985622 | N24 | 24 | 0.7557747 | 0.7049098 | NA | 300940639.0 | 0.0000000 | 12.84333 | 15.87667 | 81.43333 | 513.2333 | 0.0777433 | 0.0336600 | 0.0028083 | 0.0054303 | 0.1369333 | 0.0539767 | 0.2490333 | 0.7847333 | 1.628333 | 20.46000 | 0.0046830 | 0.0038170 | 0.0018143 | 0.0034163 | 0.0163867 | 0.0013227 | 14.01000 | 19.21000 | 88.92667 | 609.5333 | 0.0978533 | 0.0503867 | 0.0122503 | 0.0220967 | 0.2139000 | 0.0596233 | 0.4474120 | 0.2807929 |
| 0.6952197 | 0.5985622 | N24 | 24 | 0.6372009 | 0.4447802 | NA | 300940639.0 | 0.0000000 | 12.84333 | 15.87667 | 81.43333 | 513.2333 | 0.0777433 | 0.0336600 | 0.0028083 | 0.0054303 | 0.1369333 | 0.0539767 | 0.2490333 | 0.7847333 | 1.628333 | 20.46000 | 0.0046830 | 0.0038170 | 0.0018143 | 0.0034163 | 0.0163867 | 0.0013227 | 14.01000 | 19.21000 | 88.92667 | 609.5333 | 0.0978533 | 0.0503867 | 0.0122503 | 0.0220967 | 0.2139000 | 0.0596233 | 0.4474120 | 0.2807929 |
| 0.7409975 | 0.7920048 | N18 | 18 | 0.7557747 | 0.7049098 | NA | 893526.0 | 0.0000000 | 13.50000 | 12.71000 | 85.69000 | 566.2000 | 0.0737600 | 0.0361400 | 0.0027580 | 0.0044190 | 0.1365000 | 0.0533500 | 0.2244000 | 0.6864000 | 1.509000 | 20.39000 | 0.0033380 | 0.0037460 | 0.0020300 | 0.0032420 | 0.0148000 | 0.0015660 | 14.97000 | 16.94000 | 95.48000 | 698.7000 | 0.0902300 | 0.0583600 | 0.0137900 | 0.0221000 | 0.2267000 | 0.0619200 | 0.5103685 | 0.2737304 |
| 0.7737367 | 0.3426981 | N14 | 14 | 0.8982205 | 0.3966470 | NA | 46431064.8 | 0.1612903 | 13.50968 | 17.70032 | 86.64387 | 576.9774 | 0.0853723 | 0.0648603 | 0.0372676 | 0.0259161 | 0.1621323 | 0.0580371 | 0.2428516 | 0.8659484 | 1.652807 | 21.17916 | 0.0052847 | 0.0116236 | 0.0120180 | 0.0068389 | 0.0156152 | 0.0019801 | 15.07290 | 23.43323 | 97.26742 | 720.0581 | 0.1184558 | 0.1589381 | 0.1385448 | 0.0754433 | 0.2640968 | 0.0724403 | 0.2309404 | 0.2269114 |
| 0.7737367 | 0.3426981 | N14 | 14 | 0.7810610 | 0.2102647 | NA | 46431064.8 | 0.1612903 | 13.50968 | 17.70032 | 86.64387 | 576.9774 | 0.0853723 | 0.0648603 | 0.0372676 | 0.0259161 | 0.1621323 | 0.0580371 | 0.2428516 | 0.8659484 | 1.652807 | 21.17916 | 0.0052847 | 0.0116236 | 0.0120180 | 0.0068389 | 0.0156152 | 0.0019801 | 15.07290 | 23.43323 | 97.26742 | 720.0581 | 0.1184558 | 0.1589381 | 0.1385448 | 0.0754433 | 0.2640968 | 0.0724403 | 0.2309404 | 0.2269114 |
| 0.7810610 | 0.2102647 | N13 | 13 | 0.8887602 | 0.2670623 | NA | 36263634.7 | 0.0886076 | 12.95823 | 17.58076 | 83.16608 | 524.2937 | 0.0914839 | 0.0711961 | 0.0379083 | 0.0270009 | 0.1700114 | 0.0593785 | 0.2602152 | 1.0086608 | 1.779739 | 21.04470 | 0.0059978 | 0.0134638 | 0.0160586 | 0.0082625 | 0.0173881 | 0.0022133 | 14.44405 | 23.77443 | 93.48329 | 649.4253 | 0.1261225 | 0.1619176 | 0.1499967 | 0.0798890 | 0.2730544 | 0.0734968 | 0.1429412 | 0.2369588 |
| 0.7810610 | 0.2102647 | N13 | 13 | 0.7974626 | 0.0958983 | NA | 36263634.7 | 0.0886076 | 12.95823 | 17.58076 | 83.16608 | 524.2937 | 0.0914839 | 0.0711961 | 0.0379083 | 0.0270009 | 0.1700114 | 0.0593785 | 0.2602152 | 1.0086608 | 1.779739 | 21.04470 | 0.0059978 | 0.0134638 | 0.0160586 | 0.0082625 | 0.0173881 | 0.0022133 | 14.44405 | 23.77443 | 93.48329 | 649.4253 | 0.1261225 | 0.1619176 | 0.1499967 | 0.0798890 | 0.2730544 | 0.0734968 | 0.1429412 | 0.2369588 |
| 0.7816898 | 0.4808277 | N15 | 15 | 0.8955078 | 0.5275841 | NA | 8865563.7 | 0.0000000 | 13.00500 | 16.16833 | 82.59167 | 527.4000 | 0.0768517 | 0.0417425 | 0.0097398 | 0.0084916 | 0.1610917 | 0.0565292 | 0.2551000 | 0.8074750 | 1.689333 | 20.90550 | 0.0046974 | 0.0083318 | 0.0060960 | 0.0045044 | 0.0165725 | 0.0019592 | 14.30667 | 20.77083 | 91.53167 | 639.3417 | 0.1013942 | 0.1017175 | 0.0515155 | 0.0373127 | 0.2516000 | 0.0690992 | 0.3175273 | 0.2309455 |
| 0.7816898 | 0.4808277 | N15 | 15 | 0.8860164 | 0.4792898 | NA | 8865563.7 | 0.0000000 | 13.00500 | 16.16833 | 82.59167 | 527.4000 | 0.0768517 | 0.0417425 | 0.0097398 | 0.0084916 | 0.1610917 | 0.0565292 | 0.2551000 | 0.8074750 | 1.689333 | 20.90550 | 0.0046974 | 0.0083318 | 0.0060960 | 0.0045044 | 0.0165725 | 0.0019592 | 14.30667 | 20.77083 | 91.53167 | 639.3417 | 0.1013942 | 0.1017175 | 0.0515155 | 0.0373127 | 0.2516000 | 0.0690992 | 0.3175273 | 0.2309455 |
| 0.7816898 | 0.4808277 | N15 | 15 | 0.7737367 | 0.3426981 | NA | 8865563.7 | 0.0000000 | 13.00500 | 16.16833 | 82.59167 | 527.4000 | 0.0768517 | 0.0417425 | 0.0097398 | 0.0084916 | 0.1610917 | 0.0565292 | 0.2551000 | 0.8074750 | 1.689333 | 20.90550 | 0.0046974 | 0.0083318 | 0.0060960 | 0.0045044 | 0.0165725 | 0.0019592 | 14.30667 | 20.77083 | 91.53167 | 639.3417 | 0.1013942 | 0.1017175 | 0.0515155 | 0.0373127 | 0.2516000 | 0.0690992 | 0.3175273 | 0.2309455 |
| 0.7974626 | 0.0958983 | N12 | 12 | 0.8883941 | 0.1515406 | NA | 31496979.4 | 0.0250000 | 12.60800 | 17.92875 | 80.89525 | 493.2475 | 0.0931920 | 0.0727008 | 0.0377065 | 0.0258527 | 0.1766000 | 0.0597210 | 0.2626525 | 1.0906800 | 1.773725 | 20.53275 | 0.0061726 | 0.0143101 | 0.0171576 | 0.0082260 | 0.0184392 | 0.0022212 | 14.02850 | 24.62400 | 90.63825 | 606.9025 | 0.1291025 | 0.1643668 | 0.1526920 | 0.0784392 | 0.2844425 | 0.0737380 | 0.0982323 | 0.2246358 |
| 0.8090653 | 0.6001076 | N16 | 16 | 0.9114649 | 0.6287522 | NA | 450968639.0 | 0.0000000 | 13.21000 | 17.11500 | 83.89500 | 544.2500 | 0.0723100 | 0.0374050 | 0.0108220 | 0.0069780 | 0.1567500 | 0.0532950 | 0.3026000 | 0.7872500 | 2.019000 | 25.71000 | 0.0047555 | 0.0094215 | 0.0103364 | 0.0053165 | 0.0184500 | 0.0015140 | 14.61500 | 20.47500 | 93.24000 | 665.5000 | 0.0888850 | 0.0832850 | 0.0563405 | 0.0308600 | 0.2387500 | 0.0607200 | 0.4155237 | 0.2171553 |
| 0.8090653 | 0.6001076 | N16 | 16 | 0.7816898 | 0.4808277 | NA | 450968639.0 | 0.0000000 | 13.21000 | 17.11500 | 83.89500 | 544.2500 | 0.0723100 | 0.0374050 | 0.0108220 | 0.0069780 | 0.1567500 | 0.0532950 | 0.3026000 | 0.7872500 | 2.019000 | 25.71000 | 0.0047555 | 0.0094215 | 0.0103364 | 0.0053165 | 0.0184500 | 0.0015140 | 14.61500 | 20.47500 | 93.24000 | 665.5000 | 0.0888850 | 0.0832850 | 0.0563405 | 0.0308600 | 0.2387500 | 0.0607200 | 0.4155237 | 0.2171553 |
| 0.8439500 | 0.9272829 | N40 | 40 | 0.8978652 | 0.8761455 | NA | 873357.0 | 0.0000000 | 13.01000 | 22.22000 | 82.01000 | 526.4000 | 0.0625100 | 0.0193800 | 0.0015950 | 0.0018520 | 0.1395000 | 0.0523400 | 0.1731000 | 1.1420000 | 1.101000 | 14.34000 | 0.0034180 | 0.0022520 | 0.0015950 | 0.0018520 | 0.0161300 | 0.0009683 | 14.00000 | 29.02000 | 88.18000 | 608.8000 | 0.0812500 | 0.0343200 | 0.0079770 | 0.0092590 | 0.2295000 | 0.0584300 | 0.6760216 | 0.4745825 |
| 0.8860164 | 0.4792898 | N10 | 10 | 0.8982205 | 0.3966470 | NA | 892214.0 | 0.0000000 | 14.26000 | 18.17000 | 91.22000 | 633.1000 | 0.0657600 | 0.0522000 | 0.0247500 | 0.0137400 | 0.1635000 | 0.0558600 | 0.2300000 | 0.6690000 | 1.661000 | 20.56000 | 0.0031690 | 0.0137700 | 0.0107900 | 0.0052430 | 0.0110300 | 0.0019570 | 16.22000 | 25.26000 | 105.80000 | 819.7000 | 0.0944500 | 0.2167000 | 0.1565000 | 0.0753000 | 0.2636000 | 0.0767600 | 0.2990295 | 0.1909138 |
| 0.8883941 | 0.1515406 | N6 | 6 | 0.9723289 | 0.2069405 | NA | 43875459.7 | 0.0000000 | 12.62077 | 17.10962 | 80.80115 | 491.9846 | 0.0919185 | 0.0689262 | 0.0333100 | 0.0243426 | 0.1680423 | 0.0597892 | 0.2356538 | 0.9716115 | 1.588731 | 18.41385 | 0.0058911 | 0.0136600 | 0.0158771 | 0.0081192 | 0.0175900 | 0.0020937 | 13.91385 | 23.25615 | 89.69962 | 595.2500 | 0.1277577 | 0.1608500 | 0.1423777 | 0.0801415 | 0.2750115 | 0.0735488 | 0.0837656 | 0.1465538 |
| 0.8887602 | 0.2670623 | N7 | 7 | 0.9785210 | 0.2825671 | NA | 37852336.9 | 0.1428571 | 13.47171 | 16.84257 | 86.65286 | 567.8829 | 0.0920931 | 0.0760809 | 0.0440333 | 0.0318782 | 0.1668143 | 0.0594089 | 0.2569657 | 0.8378629 | 1.768626 | 21.80420 | 0.0055898 | 0.0134424 | 0.0157023 | 0.0086368 | 0.0163043 | 0.0021842 | 15.05714 | 22.51343 | 97.74486 | 708.4286 | 0.1268226 | 0.1776760 | 0.1671097 | 0.0931451 | 0.2750771 | 0.0750157 | 0.1379912 | 0.1505442 |
| 0.8887602 | 0.2670623 | N7 | 7 | 0.9894057 | 0.3204815 | NA | 37852336.9 | 0.1428571 | 13.47171 | 16.84257 | 86.65286 | 567.8829 | 0.0920931 | 0.0760809 | 0.0440333 | 0.0318782 | 0.1668143 | 0.0594089 | 0.2569657 | 0.8378629 | 1.768626 | 21.80420 | 0.0055898 | 0.0134424 | 0.0157023 | 0.0086368 | 0.0163043 | 0.0021842 | 15.05714 | 22.51343 | 97.74486 | 708.4286 | 0.1268226 | 0.1776760 | 0.1671097 | 0.0931451 | 0.2750771 | 0.0750157 | 0.1379912 | 0.1505442 |
| 0.8887602 | 0.2670623 | N7 | 7 | 0.8883941 | 0.1515406 | NA | 37852336.9 | 0.1428571 | 13.47171 | 16.84257 | 86.65286 | 567.8829 | 0.0920931 | 0.0760809 | 0.0440333 | 0.0318782 | 0.1668143 | 0.0594089 | 0.2569657 | 0.8378629 | 1.768626 | 21.80420 | 0.0055898 | 0.0134424 | 0.0157023 | 0.0086368 | 0.0163043 | 0.0021842 | 15.05714 | 22.51343 | 97.74486 | 708.4286 | 0.1268226 | 0.1776760 | 0.1671097 | 0.0931451 | 0.2750771 | 0.0750157 | 0.1379912 | 0.1505442 |
| 0.8955078 | 0.5275841 | N9 | 9 | 0.8982205 | 0.3966470 | NA | 496160.0 | 0.0000000 | 13.54000 | 15.99000 | 86.22000 | 566.9500 | 0.0776850 | 0.0504100 | 0.0109555 | 0.0058840 | 0.1619500 | 0.0568400 | 0.2222000 | 0.5976500 | 1.456500 | 19.31000 | 0.0036800 | 0.0110055 | 0.0105040 | 0.0047010 | 0.0149550 | 0.0022775 | 14.96000 | 20.21000 | 95.83000 | 691.1000 | 0.0988200 | 0.1289500 | 0.0601500 | 0.0351850 | 0.2596500 | 0.0750400 | 0.3388907 | 0.1701202 |
| 0.8982205 | 0.3966470 | N8 | 8 | 0.9975296 | 0.3776708 | NA | 8338244.9 | 0.5333333 | 15.72200 | 18.40067 | 101.79200 | 784.8600 | 0.0911880 | 0.0884140 | 0.0778871 | 0.0498181 | 0.1711600 | 0.0575600 | 0.3511800 | 0.8106733 | 2.396893 | 35.73313 | 0.0051771 | 0.0146744 | 0.0191307 | 0.0092052 | 0.0145260 | 0.0021651 | 18.41800 | 24.64000 | 120.03000 | 1074.6200 | 0.1285287 | 0.2204687 | 0.2554633 | 0.1224507 | 0.2818600 | 0.0761700 | 0.2320213 | 0.1588000 |
| 0.8982205 | 0.3966470 | N8 | 8 | 1.0000000 | 0.4321081 | NA | 8338244.9 | 0.5333333 | 15.72200 | 18.40067 | 101.79200 | 784.8600 | 0.0911880 | 0.0884140 | 0.0778871 | 0.0498181 | 0.1711600 | 0.0575600 | 0.3511800 | 0.8106733 | 2.396893 | 35.73313 | 0.0051771 | 0.0146744 | 0.0191307 | 0.0092052 | 0.0145260 | 0.0021651 | 18.41800 | 24.64000 | 120.03000 | 1074.6200 | 0.1285287 | 0.2204687 | 0.2554633 | 0.1224507 | 0.2818600 | 0.0761700 | 0.2320213 | 0.1588000 |
| 0.8982205 | 0.3966470 | N8 | 8 | 0.8887602 | 0.2670623 | NA | 8338244.9 | 0.5333333 | 15.72200 | 18.40067 | 101.79200 | 784.8600 | 0.0911880 | 0.0884140 | 0.0778871 | 0.0498181 | 0.1711600 | 0.0575600 | 0.3511800 | 0.8106733 | 2.396893 | 35.73313 | 0.0051771 | 0.0146744 | 0.0191307 | 0.0092052 | 0.0145260 | 0.0021651 | 18.41800 | 24.64000 | 120.03000 | 1074.6200 | 0.1285287 | 0.2204687 | 0.2554633 | 0.1224507 | 0.2818600 | 0.0761700 | 0.2320213 | 0.1588000 |
| 0.9114649 | 0.6287522 | N11 | 11 | 0.8955078 | 0.5275841 | NA | 902976.0 | 0.0000000 | 13.88000 | 16.16000 | 88.37000 | 596.6000 | 0.0702600 | 0.0483100 | 0.0204500 | 0.0085070 | 0.1607000 | 0.0547400 | 0.2541000 | 0.6218000 | 1.709000 | 23.12000 | 0.0037280 | 0.0141500 | 0.0198800 | 0.0070160 | 0.0164700 | 0.0019700 | 15.51000 | 19.97000 | 99.66000 | 745.3000 | 0.0848400 | 0.1233000 | 0.1091000 | 0.0453700 | 0.2542000 | 0.0662300 | 0.3976192 | 0.1727545 |
| 0.9785210 | 0.2825671 | N2 | 2 | 0.9723289 | 0.2069405 | NA | 2926816.8 | 0.2500000 | 14.65750 | 16.80250 | 94.50250 | 681.6750 | 0.0921300 | 0.0762275 | 0.0579725 | 0.0394100 | 0.1668250 | 0.0581300 | 0.2970750 | 0.7329250 | 1.759250 | 29.43750 | 0.0054635 | 0.0144272 | 0.0166480 | 0.0076245 | 0.0146650 | 0.0023742 | 16.51000 | 21.71250 | 105.58500 | 866.7000 | 0.1299500 | 0.1748500 | 0.1801650 | 0.0927075 | 0.2713500 | 0.0754250 | 0.1270697 | 0.0710288 |
| 0.9894057 | 0.3204815 | N3 | 3 | 0.9723289 | 0.2069405 | NA | 2329930.0 | 0.3000000 | 14.64500 | 17.24900 | 94.45500 | 681.3500 | 0.0898260 | 0.0760020 | 0.0557820 | 0.0381800 | 0.1683300 | 0.0575730 | 0.2691200 | 0.7321100 | 1.825400 | 26.33500 | 0.0045897 | 0.0126788 | 0.0165827 | 0.0084750 | 0.0140920 | 0.0020668 | 16.81400 | 23.04600 | 109.13000 | 905.3800 | 0.1248210 | 0.1887400 | 0.2135450 | 0.1120090 | 0.2745500 | 0.0756330 | 0.1510884 | 0.0661011 |
| 0.9975296 | 0.3776708 | N4 | 4 | 0.9785210 | 0.2825671 | NA | 908929.7 | 0.6666667 | 17.11333 | 18.05000 | 111.38667 | 919.9000 | 0.0963267 | 0.0955533 | 0.1013533 | 0.0664733 | 0.1775333 | 0.0565100 | 0.3890667 | 0.6986667 | 2.480667 | 45.66000 | 0.0059017 | 0.0157767 | 0.0226767 | 0.0108167 | 0.0147133 | 0.0023183 | 19.77000 | 22.92667 | 128.26667 | 1246.0667 | 0.1355000 | 0.2103333 | 0.2904333 | 0.1360500 | 0.2740000 | 0.0740100 | 0.1987076 | 0.0504876 |
| 0.9975296 | 0.3776708 | N4 | 4 | 0.9894057 | 0.3204815 | NA | 908929.7 | 0.6666667 | 17.11333 | 18.05000 | 111.38667 | 919.9000 | 0.0963267 | 0.0955533 | 0.1013533 | 0.0664733 | 0.1775333 | 0.0565100 | 0.3890667 | 0.6986667 | 2.480667 | 45.66000 | 0.0059017 | 0.0157767 | 0.0226767 | 0.0108167 | 0.0147133 | 0.0023183 | 19.77000 | 22.92667 | 128.26667 | 1246.0667 | 0.1355000 | 0.2103333 | 0.2904333 | 0.1360500 | 0.2740000 | 0.0740100 | 0.1987076 | 0.0504876 |
| 1.0000000 | 0.4321081 | N5 | 5 | 0.9894057 | 0.3204815 | NA | 4878079.5 | 0.5000000 | 15.92000 | 18.91000 | 102.92000 | 806.1500 | 0.0870550 | 0.0747600 | 0.0663350 | 0.0431900 | 0.1683500 | 0.0563100 | 0.3523500 | 0.9696000 | 2.431500 | 38.06500 | 0.0040275 | 0.0095470 | 0.0165950 | 0.0077170 | 0.0135650 | 0.0016525 | 19.19000 | 26.88000 | 126.05500 | 1172.5500 | 0.1246000 | 0.1669100 | 0.2422000 | 0.1225250 | 0.2699000 | 0.0731550 | 0.2191234 | 0.0397457 |
| 0.9723289 | 0.2069405 | N1 | 1 | 0.9723289 | 0.2069405 | NA | 10567742.9 | 0.0000000 | 12.62000 | 16.54429 | 80.78214 | 492.4429 | 0.0894364 | 0.0667200 | 0.0298579 | 0.0204029 | 0.1678643 | 0.0593157 | 0.2257929 | 0.8187643 | 1.525714 | 17.30286 | 0.0051496 | 0.0140869 | 0.0156685 | 0.0069016 | 0.0155293 | 0.0022713 | 14.10071 | 22.27357 | 90.83786 | 610.5571 | 0.1245143 | 0.1752286 | 0.1510507 | 0.0769236 | 0.2771143 | 0.0760879 | 0.0731864 | 0.0522346 |
| 0.9785210 | 0.2825671 | N2 | 2 | 0.9785210 | 0.2825671 | NA | 2926816.8 | 0.2500000 | 14.65750 | 16.80250 | 94.50250 | 681.6750 | 0.0921300 | 0.0762275 | 0.0579725 | 0.0394100 | 0.1668250 | 0.0581300 | 0.2970750 | 0.7329250 | 1.759250 | 29.43750 | 0.0054635 | 0.0144272 | 0.0166480 | 0.0076245 | 0.0146650 | 0.0023742 | 16.51000 | 21.71250 | 105.58500 | 866.7000 | 0.1299500 | 0.1748500 | 0.1801650 | 0.0927075 | 0.2713500 | 0.0754250 | 0.1270697 | 0.0710288 |
| 0.9894057 | 0.3204815 | N3 | 3 | 0.9894057 | 0.3204815 | NA | 2329930.0 | 0.3000000 | 14.64500 | 17.24900 | 94.45500 | 681.3500 | 0.0898260 | 0.0760020 | 0.0557820 | 0.0381800 | 0.1683300 | 0.0575730 | 0.2691200 | 0.7321100 | 1.825400 | 26.33500 | 0.0045897 | 0.0126788 | 0.0165827 | 0.0084750 | 0.0140920 | 0.0020668 | 16.81400 | 23.04600 | 109.13000 | 905.3800 | 0.1248210 | 0.1887400 | 0.2135450 | 0.1120090 | 0.2745500 | 0.0756330 | 0.1510884 | 0.0661011 |
| 0.9975296 | 0.3776708 | N4 | 4 | 0.9975296 | 0.3776708 | NA | 908929.7 | 0.6666667 | 17.11333 | 18.05000 | 111.38667 | 919.9000 | 0.0963267 | 0.0955533 | 0.1013533 | 0.0664733 | 0.1775333 | 0.0565100 | 0.3890667 | 0.6986667 | 2.480667 | 45.66000 | 0.0059017 | 0.0157767 | 0.0226767 | 0.0108167 | 0.0147133 | 0.0023183 | 19.77000 | 22.92667 | 128.26667 | 1246.0667 | 0.1355000 | 0.2103333 | 0.2904333 | 0.1360500 | 0.2740000 | 0.0740100 | 0.1987076 | 0.0504876 |
| 1.0000000 | 0.4321081 | N5 | 5 | 1.0000000 | 0.4321081 | NA | 4878079.5 | 0.5000000 | 15.92000 | 18.91000 | 102.92000 | 806.1500 | 0.0870550 | 0.0747600 | 0.0663350 | 0.0431900 | 0.1683500 | 0.0563100 | 0.3523500 | 0.9696000 | 2.431500 | 38.06500 | 0.0040275 | 0.0095470 | 0.0165950 | 0.0077170 | 0.0135650 | 0.0016525 | 19.19000 | 26.88000 | 126.05500 | 1172.5500 | 0.1246000 | 0.1669100 | 0.2422000 | 0.1225250 | 0.2699000 | 0.0731550 | 0.2191234 | 0.0397457 |
| 0.8883941 | 0.1515406 | N6 | 6 | 0.8883941 | 0.1515406 | NA | 43875459.7 | 0.0000000 | 12.62077 | 17.10962 | 80.80115 | 491.9846 | 0.0919185 | 0.0689262 | 0.0333100 | 0.0243426 | 0.1680423 | 0.0597892 | 0.2356538 | 0.9716115 | 1.588731 | 18.41385 | 0.0058911 | 0.0136600 | 0.0158771 | 0.0081192 | 0.0175900 | 0.0020937 | 13.91385 | 23.25615 | 89.69962 | 595.2500 | 0.1277577 | 0.1608500 | 0.1423777 | 0.0801415 | 0.2750115 | 0.0735488 | 0.0837656 | 0.1465538 |
| 0.8887602 | 0.2670623 | N7 | 7 | 0.8887602 | 0.2670623 | NA | 37852336.9 | 0.1428571 | 13.47171 | 16.84257 | 86.65286 | 567.8829 | 0.0920931 | 0.0760809 | 0.0440333 | 0.0318782 | 0.1668143 | 0.0594089 | 0.2569657 | 0.8378629 | 1.768626 | 21.80420 | 0.0055898 | 0.0134424 | 0.0157023 | 0.0086368 | 0.0163043 | 0.0021842 | 15.05714 | 22.51343 | 97.74486 | 708.4286 | 0.1268226 | 0.1776760 | 0.1671097 | 0.0931451 | 0.2750771 | 0.0750157 | 0.1379912 | 0.1505442 |
| 0.8982205 | 0.3966470 | N8 | 8 | 0.8982205 | 0.3966470 | NA | 8338244.9 | 0.5333333 | 15.72200 | 18.40067 | 101.79200 | 784.8600 | 0.0911880 | 0.0884140 | 0.0778871 | 0.0498181 | 0.1711600 | 0.0575600 | 0.3511800 | 0.8106733 | 2.396893 | 35.73313 | 0.0051771 | 0.0146744 | 0.0191307 | 0.0092052 | 0.0145260 | 0.0021651 | 18.41800 | 24.64000 | 120.03000 | 1074.6200 | 0.1285287 | 0.2204687 | 0.2554633 | 0.1224507 | 0.2818600 | 0.0761700 | 0.2320213 | 0.1588000 |
| 0.8955078 | 0.5275841 | N9 | 9 | 0.8955078 | 0.5275841 | NA | 496160.0 | 0.0000000 | 13.54000 | 15.99000 | 86.22000 | 566.9500 | 0.0776850 | 0.0504100 | 0.0109555 | 0.0058840 | 0.1619500 | 0.0568400 | 0.2222000 | 0.5976500 | 1.456500 | 19.31000 | 0.0036800 | 0.0110055 | 0.0105040 | 0.0047010 | 0.0149550 | 0.0022775 | 14.96000 | 20.21000 | 95.83000 | 691.1000 | 0.0988200 | 0.1289500 | 0.0601500 | 0.0351850 | 0.2596500 | 0.0750400 | 0.3388907 | 0.1701202 |
| 0.8860164 | 0.4792898 | N10 | 10 | 0.8860164 | 0.4792898 | NA | 892214.0 | 0.0000000 | 14.26000 | 18.17000 | 91.22000 | 633.1000 | 0.0657600 | 0.0522000 | 0.0247500 | 0.0137400 | 0.1635000 | 0.0558600 | 0.2300000 | 0.6690000 | 1.661000 | 20.56000 | 0.0031690 | 0.0137700 | 0.0107900 | 0.0052430 | 0.0110300 | 0.0019570 | 16.22000 | 25.26000 | 105.80000 | 819.7000 | 0.0944500 | 0.2167000 | 0.1565000 | 0.0753000 | 0.2636000 | 0.0767600 | 0.2990295 | 0.1909138 |
| 0.9114649 | 0.6287522 | N11 | 11 | 0.9114649 | 0.6287522 | NA | 902976.0 | 0.0000000 | 13.88000 | 16.16000 | 88.37000 | 596.6000 | 0.0702600 | 0.0483100 | 0.0204500 | 0.0085070 | 0.1607000 | 0.0547400 | 0.2541000 | 0.6218000 | 1.709000 | 23.12000 | 0.0037280 | 0.0141500 | 0.0198800 | 0.0070160 | 0.0164700 | 0.0019700 | 15.51000 | 19.97000 | 99.66000 | 745.3000 | 0.0848400 | 0.1233000 | 0.1091000 | 0.0453700 | 0.2542000 | 0.0662300 | 0.3976192 | 0.1727545 |
| 0.7974626 | 0.0958983 | N12 | 12 | 0.7974626 | 0.0958983 | NA | 31496979.4 | 0.0250000 | 12.60800 | 17.92875 | 80.89525 | 493.2475 | 0.0931920 | 0.0727008 | 0.0377065 | 0.0258527 | 0.1766000 | 0.0597210 | 0.2626525 | 1.0906800 | 1.773725 | 20.53275 | 0.0061726 | 0.0143101 | 0.0171576 | 0.0082260 | 0.0184392 | 0.0022212 | 14.02850 | 24.62400 | 90.63825 | 606.9025 | 0.1291025 | 0.1643668 | 0.1526920 | 0.0784392 | 0.2844425 | 0.0737380 | 0.0982323 | 0.2246358 |
| 0.7810610 | 0.2102647 | N13 | 13 | 0.7810610 | 0.2102647 | NA | 36263634.7 | 0.0886076 | 12.95823 | 17.58076 | 83.16608 | 524.2937 | 0.0914839 | 0.0711961 | 0.0379083 | 0.0270009 | 0.1700114 | 0.0593785 | 0.2602152 | 1.0086608 | 1.779739 | 21.04470 | 0.0059978 | 0.0134638 | 0.0160586 | 0.0082625 | 0.0173881 | 0.0022133 | 14.44405 | 23.77443 | 93.48329 | 649.4253 | 0.1261225 | 0.1619176 | 0.1499967 | 0.0798890 | 0.2730544 | 0.0734968 | 0.1429412 | 0.2369588 |
| 0.7737367 | 0.3426981 | N14 | 14 | 0.7737367 | 0.3426981 | NA | 46431064.8 | 0.1612903 | 13.50968 | 17.70032 | 86.64387 | 576.9774 | 0.0853723 | 0.0648603 | 0.0372676 | 0.0259161 | 0.1621323 | 0.0580371 | 0.2428516 | 0.8659484 | 1.652807 | 21.17916 | 0.0052847 | 0.0116236 | 0.0120180 | 0.0068389 | 0.0156152 | 0.0019801 | 15.07290 | 23.43323 | 97.26742 | 720.0581 | 0.1184558 | 0.1589381 | 0.1385448 | 0.0754433 | 0.2640968 | 0.0724403 | 0.2309404 | 0.2269114 |
| 0.7816898 | 0.4808277 | N15 | 15 | 0.7816898 | 0.4808277 | NA | 8865563.7 | 0.0000000 | 13.00500 | 16.16833 | 82.59167 | 527.4000 | 0.0768517 | 0.0417425 | 0.0097398 | 0.0084916 | 0.1610917 | 0.0565292 | 0.2551000 | 0.8074750 | 1.689333 | 20.90550 | 0.0046974 | 0.0083318 | 0.0060960 | 0.0045044 | 0.0165725 | 0.0019592 | 14.30667 | 20.77083 | 91.53167 | 639.3417 | 0.1013942 | 0.1017175 | 0.0515155 | 0.0373127 | 0.2516000 | 0.0690992 | 0.3175273 | 0.2309455 |
| 0.8090653 | 0.6001076 | N16 | 16 | 0.8090653 | 0.6001076 | NA | 450968639.0 | 0.0000000 | 13.21000 | 17.11500 | 83.89500 | 544.2500 | 0.0723100 | 0.0374050 | 0.0108220 | 0.0069780 | 0.1567500 | 0.0532950 | 0.3026000 | 0.7872500 | 2.019000 | 25.71000 | 0.0047555 | 0.0094215 | 0.0103364 | 0.0053165 | 0.0184500 | 0.0015140 | 14.61500 | 20.47500 | 93.24000 | 665.5000 | 0.0888850 | 0.0832850 | 0.0563405 | 0.0308600 | 0.2387500 | 0.0607200 | 0.4155237 | 0.2171553 |
| 0.7557747 | 0.7049098 | N17 | 17 | 0.7557747 | 0.7049098 | NA | 893526.0 | 0.0000000 | 13.50000 | 12.71000 | 85.69000 | 566.2000 | 0.0737600 | 0.0361400 | 0.0027580 | 0.0044190 | 0.1365000 | 0.0533500 | 0.2244000 | 0.6864000 | 1.509000 | 20.39000 | 0.0033380 | 0.0037460 | 0.0020300 | 0.0032420 | 0.0148000 | 0.0015660 | 14.97000 | 16.94000 | 95.48000 | 698.7000 | 0.0902300 | 0.0583600 | 0.0137900 | 0.0221000 | 0.2267000 | 0.0619200 | 0.5103685 | 0.2737304 |
| 0.7409975 | 0.7920048 | N18 | 18 | 0.7409975 | 0.7920048 | NA | 893526.0 | 0.0000000 | 13.50000 | 12.71000 | 85.69000 | 566.2000 | 0.0737600 | 0.0361400 | 0.0027580 | 0.0044190 | 0.1365000 | 0.0533500 | 0.2244000 | 0.6864000 | 1.509000 | 20.39000 | 0.0033380 | 0.0037460 | 0.0020300 | 0.0032420 | 0.0148000 | 0.0015660 | 14.97000 | 16.94000 | 95.48000 | 698.7000 | 0.0902300 | 0.0583600 | 0.0137900 | 0.0221000 | 0.2267000 | 0.0619200 | 0.5103685 | 0.2737304 |
| 0.6937162 | 0.0440214 | N19 | 19 | 0.6937162 | 0.0440214 | NA | 12220306.6 | 0.0384615 | 12.94154 | 18.13423 | 83.26269 | 521.7000 | 0.0916535 | 0.0778862 | 0.0422423 | 0.0279635 | 0.1766923 | 0.0603042 | 0.2882154 | 1.0892192 | 2.019192 | 22.68846 | 0.0063235 | 0.0181152 | 0.0202201 | 0.0091206 | 0.0177715 | 0.0027689 | 14.42692 | 24.62962 | 93.95808 | 643.1538 | 0.1284692 | 0.1907531 | 0.1674554 | 0.0858404 | 0.2783038 | 0.0772723 | 0.1095540 | 0.2872277 |
| 0.6637661 | 0.1566513 | N20 | 20 | 0.6637661 | 0.1566513 | NA | 21294574.7 | 0.1165049 | 12.99165 | 18.01476 | 83.69204 | 527.2563 | 0.0947325 | 0.0825879 | 0.0471783 | 0.0308332 | 0.1734204 | 0.0611190 | 0.2742350 | 1.0669806 | 1.922990 | 22.12650 | 0.0062665 | 0.0172985 | 0.0203671 | 0.0092054 | 0.0183719 | 0.0026930 | 14.58728 | 24.39437 | 95.05524 | 662.9670 | 0.1310534 | 0.1985305 | 0.1853923 | 0.0912937 | 0.2827408 | 0.0786179 | 0.1542181 | 0.3114902 |
| 0.6404168 | 0.2922932 | N21 | 21 | 0.6404168 | 0.2922932 | NA | 34593818.7 | 0.1250000 | 12.85481 | 17.66646 | 82.60250 | 517.4458 | 0.0907977 | 0.0751083 | 0.0422315 | 0.0272670 | 0.1680771 | 0.0609654 | 0.2418229 | 0.9699083 | 1.699417 | 19.40594 | 0.0061848 | 0.0154045 | 0.0174511 | 0.0078542 | 0.0183419 | 0.0026642 | 14.37175 | 23.55625 | 93.41771 | 644.4625 | 0.1277833 | 0.1918925 | 0.1722505 | 0.0826352 | 0.2834938 | 0.0797235 | 0.2257065 | 0.3284520 |
| 0.5600864 | 0.3056733 | N22 | 22 | 0.5600864 | 0.3056733 | NA | 85638502.0 | 1.0000000 | 13.17000 | 21.81000 | 85.42000 | 531.5000 | 0.0971400 | 0.1047000 | 0.0825900 | 0.0525200 | 0.1746000 | 0.0617700 | 0.1938000 | 0.6123000 | 1.334000 | 14.49000 | 0.0033500 | 0.0138400 | 0.0145200 | 0.0068530 | 0.0111300 | 0.0017200 | 16.23000 | 29.89000 | 105.50000 | 740.7000 | 0.1503000 | 0.3904000 | 0.3728000 | 0.1607000 | 0.3693000 | 0.0961800 | 0.2951131 | 0.3821034 |
| 0.6372009 | 0.4447802 | N23 | 23 | 0.6372009 | 0.4447802 | NA | 2401257.0 | 0.0000000 | 12.17700 | 15.87600 | 77.18900 | 462.8100 | 0.0803710 | 0.0390720 | 0.0085071 | 0.0080664 | 0.1560600 | 0.0570980 | 0.2719600 | 0.9711600 | 1.774100 | 21.31900 | 0.0057797 | 0.0074750 | 0.0054729 | 0.0047514 | 0.0176810 | 0.0019791 | 13.43000 | 20.29300 | 85.31000 | 562.9800 | 0.1070360 | 0.0755330 | 0.0375649 | 0.0331752 | 0.2344200 | 0.0667640 | 0.3199642 | 0.3000376 |
| 0.6952197 | 0.5985622 | N24 | 24 | 0.6952197 | 0.5985622 | NA | 300940639.0 | 0.0000000 | 12.84333 | 15.87667 | 81.43333 | 513.2333 | 0.0777433 | 0.0336600 | 0.0028083 | 0.0054303 | 0.1369333 | 0.0539767 | 0.2490333 | 0.7847333 | 1.628333 | 20.46000 | 0.0046830 | 0.0038170 | 0.0018143 | 0.0034163 | 0.0163867 | 0.0013227 | 14.01000 | 19.21000 | 88.92667 | 609.5333 | 0.0978533 | 0.0503867 | 0.0122503 | 0.0220967 | 0.2139000 | 0.0596233 | 0.4474120 | 0.2807929 |
| 0.0000000 | 0.3421750 | N25 | 25 | 0.0000000 | 0.3421750 | NA | 8910721.0 | 0.0000000 | 14.29000 | 16.82000 | 90.30000 | 632.6000 | 0.0642900 | 0.0267500 | 0.0072500 | 0.0062500 | 0.1508000 | 0.0537600 | 0.1302000 | 0.7198000 | 0.843900 | 10.77000 | 0.0034920 | 0.0037100 | 0.0048260 | 0.0036080 | 0.0153600 | 0.0013810 | 14.91000 | 20.65000 | 94.44000 | 684.6000 | 0.0856700 | 0.0503600 | 0.0386600 | 0.0333300 | 0.2458000 | 0.0612000 | 0.5465149 | 0.2983312 |
| 0.6795823 | 0.7156332 | N26 | 26 | 0.6795823 | 0.7156332 | NA | 893526.0 | 0.0000000 | 13.50000 | 12.71000 | 85.69000 | 566.2000 | 0.0737600 | 0.0361400 | 0.0027580 | 0.0044190 | 0.1365000 | 0.0533500 | 0.2244000 | 0.6864000 | 1.509000 | 20.39000 | 0.0033380 | 0.0037460 | 0.0020300 | 0.0032420 | 0.0148000 | 0.0015660 | 14.97000 | 16.94000 | 95.48000 | 698.7000 | 0.0902300 | 0.0583600 | 0.0137900 | 0.0221000 | 0.2267000 | 0.0619200 | 0.5103685 | 0.2737304 |
| 0.6264635 | 0.0008187 | N27 | 27 | 0.6264635 | 0.0008187 | NA | 8915.0 | 0.0000000 | 14.96000 | 19.10000 | 97.03000 | 687.3000 | 0.0899200 | 0.0982300 | 0.0594000 | 0.0481900 | 0.1879000 | 0.0585200 | 0.2877000 | 0.9480000 | 2.171000 | 24.87000 | 0.0053320 | 0.0211500 | 0.0153600 | 0.0118700 | 0.0152200 | 0.0028150 | 16.25000 | 26.19000 | 109.10000 | 809.8000 | 0.1313000 | 0.3030000 | 0.1804000 | 0.1489000 | 0.2962000 | 0.0847200 | 0.0921641 | 0.3549579 |
| 0.5876230 | 0.0000000 | N28 | 28 | 0.5876230 | 0.0000000 | NA | 917896.0 | 0.0000000 | 13.71000 | 18.68000 | 88.73000 | 571.0000 | 0.0991600 | 0.1070000 | 0.0538500 | 0.0378300 | 0.1714000 | 0.0684300 | 0.3191000 | 1.2490000 | 2.284000 | 26.45000 | 0.0067390 | 0.0225100 | 0.0208600 | 0.0135200 | 0.0187000 | 0.0037470 | 15.11000 | 25.63000 | 99.43000 | 701.9000 | 0.1425000 | 0.2566000 | 0.1935000 | 0.1284000 | 0.2849000 | 0.0903100 | 0.0803571 | 0.3393867 |
| 0.5528728 | 0.0907782 | N29 | 29 | 0.5528728 | 0.0907782 | NA | 23575258.3 | 0.2631579 | 13.09599 | 18.66447 | 84.69105 | 543.5605 | 0.0963203 | 0.0922289 | 0.0608997 | 0.0355610 | 0.1736053 | 0.0629233 | 0.3082421 | 1.1933829 | 2.159472 | 25.90987 | 0.0069000 | 0.0220297 | 0.0271489 | 0.0106714 | 0.0187188 | 0.0034155 | 14.83895 | 25.81263 | 97.36355 | 701.4434 | 0.1364624 | 0.2384346 | 0.2360724 | 0.1040430 | 0.2854684 | 0.0846041 | 0.1828726 | 0.3972866 |
| 0.5133601 | 0.2209132 | N30 | 30 | 0.5133601 | 0.2209132 | NA | 23476092.6 | 0.2989691 | 13.32347 | 18.62412 | 86.28619 | 570.2082 | 0.0958060 | 0.0950003 | 0.0686730 | 0.0395061 | 0.1766701 | 0.0631502 | 0.3213639 | 1.1464495 | 2.220632 | 28.60928 | 0.0068605 | 0.0223363 | 0.0279565 | 0.0106736 | 0.0191032 | 0.0035494 | 15.17131 | 25.12505 | 99.28021 | 745.4598 | 0.1351007 | 0.2409355 | 0.2449421 | 0.1061320 | 0.2883474 | 0.0851176 | 0.2321924 | 0.4164238 |
| 0.4932039 | 0.3547114 | N31 | 31 | 0.4932039 | 0.3547114 | NA | 48838196.0 | 0.4761905 | 14.55952 | 17.41476 | 94.38714 | 712.8095 | 0.0917943 | 0.0894352 | 0.0827719 | 0.0482523 | 0.1681143 | 0.0607324 | 0.3646714 | 0.9813190 | 2.446619 | 37.47924 | 0.0061516 | 0.0190227 | 0.0242373 | 0.0094161 | 0.0170319 | 0.0028763 | 16.91024 | 23.68143 | 110.28476 | 968.0762 | 0.1308514 | 0.2357662 | 0.2647710 | 0.1175410 | 0.2725714 | 0.0808624 | 0.3199845 | 0.4335055 |
| 0.4063064 | 0.4116395 | N32 | 32 | 0.4063064 | 0.4116395 | NA | 911157302.0 | 1.0000000 | 21.10000 | 20.52000 | 138.10000 | 1384.0000 | 0.0968400 | 0.1175000 | 0.1572000 | 0.1155000 | 0.1554000 | 0.0566100 | 0.6643000 | 1.3610000 | 4.542000 | 81.89000 | 0.0054670 | 0.0207500 | 0.0318500 | 0.0146600 | 0.0102900 | 0.0022050 | 25.68000 | 32.07000 | 168.20000 | 2022.0000 | 0.1368000 | 0.3101000 | 0.4399000 | 0.2280000 | 0.2268000 | 0.0742500 | 0.3900611 | 0.4545824 |
| 0.4347895 | 0.0860170 | N33 | 33 | 0.4347895 | 0.0860170 | NA | 15848615.5 | 0.4000000 | 14.21350 | 19.92450 | 92.29700 | 640.1650 | 0.0948765 | 0.1011755 | 0.0736000 | 0.0430940 | 0.1788700 | 0.0623210 | 0.3734000 | 1.2149100 | 2.617645 | 34.81400 | 0.0066280 | 0.0248040 | 0.0317900 | 0.0121240 | 0.0192105 | 0.0037842 | 16.26300 | 26.86100 | 106.70850 | 841.4550 | 0.1330650 | 0.2593640 | 0.2718400 | 0.1149160 | 0.2892950 | 0.0840550 | 0.1995680 | 0.4527368 |
| 0.3801900 | 0.1970649 | N34 | 34 | 0.3801900 | 0.1970649 | NA | 10584515.0 | 0.4455446 | 13.99023 | 20.06644 | 91.23525 | 633.0941 | 0.0980265 | 0.1109529 | 0.0917531 | 0.0506595 | 0.1811634 | 0.0634276 | 0.3943634 | 1.2714248 | 2.824563 | 36.80066 | 0.0072961 | 0.0282688 | 0.0350737 | 0.0131708 | 0.0204602 | 0.0039207 | 16.07165 | 26.52277 | 106.30208 | 843.8059 | 0.1344217 | 0.2740756 | 0.2885514 | 0.1210808 | 0.2871802 | 0.0852774 | 0.2578535 | 0.4857521 |
| 0.3390217 | 0.3169053 | N35 | 35 | 0.3390217 | 0.3169053 | NA | 32718713.7 | 0.6024096 | 15.27798 | 20.22325 | 99.77807 | 775.9434 | 0.0982083 | 0.1109277 | 0.1092437 | 0.0611492 | 0.1833108 | 0.0621029 | 0.4697386 | 1.2726578 | 3.193928 | 49.05439 | 0.0072157 | 0.0247359 | 0.0318245 | 0.0120915 | 0.0206929 | 0.0035904 | 17.99875 | 26.95313 | 118.43566 | 1090.2795 | 0.1364447 | 0.2726887 | 0.3158148 | 0.1319073 | 0.2953361 | 0.0847445 | 0.3409958 | 0.5096418 |
| 0.2881142 | 0.4237081 | N36 | 36 | 0.2881142 | 0.4237081 | NA | 51669171.2 | 0.6000000 | 15.29480 | 20.95600 | 99.79520 | 793.9680 | 0.0943020 | 0.1046872 | 0.1063171 | 0.0608663 | 0.1821960 | 0.0612460 | 0.4642280 | 1.2885400 | 3.303120 | 50.57820 | 0.0063107 | 0.0235886 | 0.0294121 | 0.0111691 | 0.0206240 | 0.0033236 | 18.23476 | 27.96320 | 120.88000 | 1152.1560 | 0.1282120 | 0.2687320 | 0.3141836 | 0.1321000 | 0.2935680 | 0.0832208 | 0.4210566 | 0.5193592 |
| 0.2997246 | 0.5267026 | N37 | 37 | 0.2997246 | 0.5267026 | NA | 4551125.0 | 0.5000000 | 17.03000 | 22.31000 | 112.97500 | 964.9000 | 0.0878250 | 0.1513500 | 0.1621150 | 0.0899400 | 0.1513500 | 0.0639950 | 0.5637000 | 1.0669500 | 4.669500 | 69.87450 | 0.0045100 | 0.0369050 | 0.0394050 | 0.0156900 | 0.0199400 | 0.0055770 | 20.11500 | 27.25500 | 141.18000 | 1357.7000 | 0.1086950 | 0.3549500 | 0.3834000 | 0.1762000 | 0.2466000 | 0.0896150 | 0.5047916 | 0.5551850 |
| 0.2016626 | 0.4678645 | N38 | 38 | 0.2016626 | 0.4678645 | NA | 894335.0 | 0.0000000 | 12.43000 | 17.00000 | 78.60000 | 477.3000 | 0.0755700 | 0.0345400 | 0.0134200 | 0.0169900 | 0.1472000 | 0.0556100 | 0.3778000 | 2.2000000 | 2.487000 | 31.16000 | 0.0073570 | 0.0107900 | 0.0099590 | 0.0112000 | 0.0343300 | 0.0029610 | 12.90000 | 20.21000 | 81.76000 | 515.9000 | 0.0840900 | 0.0471200 | 0.0223700 | 0.0283200 | 0.1901000 | 0.0593200 | 0.4928099 | 0.5429805 |
| 0.8978652 | 0.8761455 | N39 | 39 | 0.8978652 | 0.8761455 | NA | 873357.0 | 0.0000000 | 13.01000 | 22.22000 | 82.01000 | 526.4000 | 0.0625100 | 0.0193800 | 0.0015950 | 0.0018520 | 0.1395000 | 0.0523400 | 0.1731000 | 1.1420000 | 1.101000 | 14.34000 | 0.0034180 | 0.0022520 | 0.0015950 | 0.0018520 | 0.0161300 | 0.0009683 | 14.00000 | 29.02000 | 88.18000 | 608.8000 | 0.0812500 | 0.0343200 | 0.0079770 | 0.0092590 | 0.2295000 | 0.0584300 | 0.6760216 | 0.4745825 |
| 0.8439500 | 0.9272829 | N40 | 40 | 0.8439500 | 0.9272829 | NA | 873357.0 | 0.0000000 | 13.01000 | 22.22000 | 82.01000 | 526.4000 | 0.0625100 | 0.0193800 | 0.0015950 | 0.0018520 | 0.1395000 | 0.0523400 | 0.1731000 | 1.1420000 | 1.101000 | 14.34000 | 0.0034180 | 0.0022520 | 0.0015950 | 0.0018520 | 0.0161300 | 0.0009683 | 14.00000 | 29.02000 | 88.18000 | 608.8000 | 0.0812500 | 0.0343200 | 0.0079770 | 0.0092590 | 0.2295000 | 0.0584300 | 0.6760216 | 0.4745825 |
| 0.2568029 | 0.2380713 | N41 | 41 | 0.2568029 | 0.2380713 | NA | 43317541.8 | 0.5862069 | 14.41610 | 21.15345 | 93.99345 | 675.4379 | 0.0986752 | 0.1086186 | 0.0938924 | 0.0536076 | 0.1801552 | 0.0615779 | 0.4449793 | 1.3587690 | 3.201448 | 42.32124 | 0.0085912 | 0.0269869 | 0.0353378 | 0.0148876 | 0.0209721 | 0.0036257 | 16.52083 | 27.11862 | 109.90207 | 894.4517 | 0.1359345 | 0.2504324 | 0.2792334 | 0.1234548 | 0.2757172 | 0.0801814 | 0.2883097 | 0.5477604 |
| 0.1886496 | 0.3492252 | N42 | 42 | 0.1886496 | 0.3492252 | NA | 39713198.7 | 0.5616438 | 14.87360 | 20.94918 | 97.21534 | 727.2630 | 0.1007386 | 0.1137412 | 0.1108364 | 0.0610652 | 0.1863685 | 0.0632308 | 0.4827863 | 1.4852329 | 3.341548 | 47.77570 | 0.0084535 | 0.0281595 | 0.0358687 | 0.0136363 | 0.0227738 | 0.0042736 | 17.29012 | 27.63205 | 114.31767 | 992.0370 | 0.1379126 | 0.2613212 | 0.3075953 | 0.1255544 | 0.2884342 | 0.0843730 | 0.3550034 | 0.5691102 |
| 0.1689766 | 0.4723279 | N43 | 43 | 0.1689766 | 0.4723279 | NA | 34306209.3 | 0.6538462 | 16.06606 | 21.74596 | 105.45250 | 862.2731 | 0.0971142 | 0.1237775 | 0.1221242 | 0.0682241 | 0.1872423 | 0.0626077 | 0.5695192 | 1.4395923 | 4.078096 | 61.13267 | 0.0072560 | 0.0320094 | 0.0372661 | 0.0137623 | 0.0221185 | 0.0043778 | 19.00894 | 28.60635 | 126.84442 | 1211.7596 | 0.1330125 | 0.3177973 | 0.3577069 | 0.1444533 | 0.2971288 | 0.0882800 | 0.4384754 | 0.5873970 |
| 0.2222091 | 0.5737410 | N44 | 44 | 0.2222091 | 0.5737410 | NA | 19811714.6 | 0.6400000 | 15.76132 | 21.97520 | 104.32840 | 850.0120 | 0.0984096 | 0.1449108 | 0.1514876 | 0.0772068 | 0.1949880 | 0.0665340 | 0.6078200 | 1.3669880 | 4.576720 | 66.31288 | 0.0068069 | 0.0352177 | 0.0438014 | 0.0134861 | 0.0235224 | 0.0050477 | 18.80972 | 28.40880 | 128.24480 | 1213.3520 | 0.1325032 | 0.3728040 | 0.4403420 | 0.1531428 | 0.3124640 | 0.0969368 | 0.5219885 | 0.6073919 |
| 0.3069179 | 0.6516061 | N45 | 45 | 0.3069179 | 0.6516061 | NA | 84667401.0 | 1.0000000 | 13.73000 | 22.61000 | 93.60000 | 578.3000 | 0.1131000 | 0.2293000 | 0.2128000 | 0.0802500 | 0.2069000 | 0.0768200 | 0.2121000 | 1.1690000 | 2.061000 | 19.21000 | 0.0064290 | 0.0593600 | 0.0550100 | 0.0162800 | 0.0196100 | 0.0080930 | 15.03000 | 32.01000 | 108.80000 | 697.7000 | 0.1651000 | 0.7725000 | 0.6943000 | 0.2208000 | 0.3596000 | 0.1431000 | 0.5903791 | 0.6380966 |
| 0.0832546 | 0.4545349 | N46 | 46 | 0.0832546 | 0.4545349 | NA | 18666783.0 | 0.5625000 | 14.25956 | 19.22750 | 93.63375 | 657.7750 | 0.1003150 | 0.1230275 | 0.1143862 | 0.0580681 | 0.2028312 | 0.0659688 | 0.4925000 | 1.4001125 | 3.524875 | 46.62500 | 0.0098769 | 0.0376344 | 0.0438537 | 0.0151248 | 0.0270600 | 0.0057202 | 16.41937 | 24.51187 | 109.17375 | 870.0562 | 0.1336938 | 0.2839950 | 0.3022356 | 0.1227006 | 0.3150938 | 0.0884225 | 0.3771646 | 0.6387061 |
| 0.1033860 | 0.5708874 | N47 | 47 | 0.1033860 | 0.5708874 | NA | 18230737.0 | 0.6285714 | 15.49009 | 20.75429 | 101.91514 | 804.6686 | 0.1006531 | 0.1308157 | 0.1289347 | 0.0700857 | 0.1970343 | 0.0649260 | 0.6403657 | 1.5062114 | 4.626314 | 69.95743 | 0.0085898 | 0.0372216 | 0.0462445 | 0.0166229 | 0.0252451 | 0.0052977 | 18.44783 | 27.04571 | 123.17400 | 1155.2086 | 0.1350966 | 0.3186271 | 0.3576463 | 0.1426080 | 0.3080829 | 0.0917754 | 0.4624861 | 0.6535477 |
| 0.1883090 | 0.6719276 | N48 | 48 | 0.1883090 | 0.6719276 | NA | 18064352.7 | 0.6250000 | 15.32775 | 21.80025 | 101.35600 | 804.7600 | 0.1007560 | 0.1472350 | 0.1566078 | 0.0769632 | 0.1951200 | 0.0673970 | 0.6180150 | 1.4266125 | 4.482450 | 69.79552 | 0.0081543 | 0.0395294 | 0.0500554 | 0.0154782 | 0.0233167 | 0.0058689 | 18.47563 | 28.10550 | 124.17650 | 1199.5025 | 0.1376388 | 0.3535958 | 0.4135202 | 0.1531428 | 0.3023725 | 0.0968892 | 0.5381257 | 0.6710598 |
| 0.3051285 | 0.7423285 | N49 | 49 | 0.3051285 | 0.7423285 | NA | 15271760.3 | 0.8461538 | 17.99900 | 23.62385 | 120.38462 | 1100.2385 | 0.1091492 | 0.1871900 | 0.2156385 | 0.1084954 | 0.2081692 | 0.0692469 | 0.5882385 | 1.3847769 | 4.485769 | 76.60677 | 0.0075922 | 0.0406600 | 0.0514523 | 0.0158008 | 0.0219585 | 0.0053744 | 22.17631 | 33.09615 | 151.80923 | 1682.3692 | 0.1556308 | 0.5172900 | 0.5906846 | 0.2181923 | 0.3527000 | 0.1071808 | 0.6395179 | 0.6934180 |
| 0.4232847 | 0.7851556 | N50 | 50 | 0.4232847 | 0.7851556 | NA | 6166328.7 | 1.0000000 | 19.13000 | 23.43667 | 129.16667 | 1183.5333 | 0.1140000 | 0.2550333 | 0.2505000 | 0.1325900 | 0.2140000 | 0.0737667 | 0.5795000 | 1.0879667 | 4.505000 | 71.81667 | 0.0066080 | 0.0500033 | 0.0473000 | 0.0164533 | 0.0153367 | 0.0052077 | 23.30667 | 33.30667 | 159.98667 | 1719.7000 | 0.1749333 | 0.7679667 | 0.7219333 | 0.2764667 | 0.3535667 | 0.1246000 | 0.7022116 | 0.7054340 |
| 0.4882285 | 1.0000000 | N51 | 51 | 0.4882285 | 1.0000000 | NA | 899987.0 | 1.0000000 | 25.73000 | 17.46000 | 174.20000 | 2010.0000 | 0.1149000 | 0.2363000 | 0.3368000 | 0.1913000 | 0.1956000 | 0.0612100 | 0.9948000 | 0.8509000 | 7.222000 | 153.10000 | 0.0063690 | 0.0424300 | 0.0426600 | 0.0150800 | 0.0233500 | 0.0033850 | 33.13000 | 23.58000 | 229.30000 | 3234.0000 | 0.1530000 | 0.5937000 | 0.6451000 | 0.2756000 | 0.3690000 | 0.0881500 | 0.7385838 | 0.7096714 |
| 0.0313333 | 0.5589993 | N52 | 52 | 0.0313333 | 0.5589993 | NA | 8810955.0 | 1.0000000 | 14.19000 | 23.81000 | 92.87000 | 610.7000 | 0.0946300 | 0.1306000 | 0.1115000 | 0.0646200 | 0.2235000 | 0.0643300 | 0.4207000 | 1.8450000 | 3.534000 | 31.00000 | 0.0108800 | 0.0371000 | 0.0368800 | 0.0162700 | 0.0449900 | 0.0047680 | 16.86000 | 34.85000 | 115.00000 | 811.3000 | 0.1559000 | 0.4059000 | 0.3744000 | 0.1772000 | 0.4724000 | 0.1026000 | 0.4132161 | 0.6996134 |
| 0.0810987 | 0.6660942 | N53 | 53 | 0.0810987 | 0.6660942 | NA | 4906037.0 | 0.6666667 | 14.15000 | 20.07333 | 92.56333 | 648.4333 | 0.0938433 | 0.1285200 | 0.1228833 | 0.0643300 | 0.1986167 | 0.0640650 | 0.6660000 | 1.4766500 | 4.544667 | 57.24333 | 0.0109600 | 0.0501320 | 0.0608483 | 0.0225338 | 0.0369267 | 0.0054958 | 16.47233 | 25.39667 | 108.46833 | 864.7167 | 0.1242667 | 0.2655333 | 0.2933833 | 0.1322667 | 0.3321333 | 0.0841483 | 0.4943539 | 0.7244737 |
| 0.1737855 | 0.7702426 | N54 | 54 | 0.1737855 | 0.7702426 | NA | 52980914.8 | 0.4736842 | 13.32274 | 20.61105 | 87.61211 | 607.8421 | 0.1013284 | 0.1457584 | 0.1384979 | 0.0649463 | 0.2029789 | 0.0720147 | 0.5896947 | 1.6380895 | 4.221474 | 55.77726 | 0.0098870 | 0.0506637 | 0.0610700 | 0.0193923 | 0.0274159 | 0.0078586 | 15.64616 | 26.18526 | 103.83263 | 880.1316 | 0.1320126 | 0.2966289 | 0.3258253 | 0.1261811 | 0.3029211 | 0.0962553 | 0.5532015 | 0.7321746 |
| 0.3057724 | 0.8561349 | N55 | 55 | 0.3057724 | 0.8561349 | NA | 12852619.8 | 0.5625000 | 14.68056 | 19.91187 | 98.36813 | 734.2313 | 0.1100681 | 0.1982731 | 0.1952350 | 0.0893375 | 0.2154000 | 0.0770612 | 0.5360250 | 1.3354625 | 3.893625 | 58.17175 | 0.0091695 | 0.0529875 | 0.0630375 | 0.0174625 | 0.0294800 | 0.0090179 | 17.69969 | 26.92625 | 120.78938 | 1121.9437 | 0.1482075 | 0.4655419 | 0.5132375 | 0.1763600 | 0.3518188 | 0.1120956 | 0.6488489 | 0.7413141 |
| 0.4594123 | 0.8925995 | N56 | 56 | 0.4594123 | 0.8925995 | NA | 8456946.7 | 0.8333333 | 16.75417 | 21.70083 | 113.40833 | 912.7417 | 0.1049900 | 0.2327783 | 0.2388667 | 0.1068642 | 0.2194667 | 0.0738367 | 0.6821583 | 1.9094250 | 5.626333 | 79.53083 | 0.0062604 | 0.0648680 | 0.0715117 | 0.0190058 | 0.0305158 | 0.0073741 | 20.43067 | 30.31667 | 142.73833 | 1363.8917 | 0.1438133 | 0.6594075 | 0.6793500 | 0.2141333 | 0.3799333 | 0.1194700 | 0.7254413 | 0.7622228 |
| 0.3892211 | 0.8519800 | N57 | 57 | 0.3892211 | 0.8519800 | NA | 8611555.0 | 1.0000000 | 25.22000 | 24.91000 | 171.50000 | 1878.0000 | 0.1063000 | 0.2665000 | 0.3339000 | 0.1845000 | 0.1829000 | 0.0678200 | 0.8973000 | 1.4740000 | 7.382000 | 120.00000 | 0.0081660 | 0.0569300 | 0.0573000 | 0.0203000 | 0.0106500 | 0.0058930 | 30.00000 | 33.62000 | 211.70000 | 2562.0000 | 0.1573000 | 0.6076000 | 0.6476000 | 0.2867000 | 0.2355000 | 0.1051000 | 0.7241484 | 0.7025255 |
| 0.9864304 | 0.7426135 | N58 | 58 | 0.9864304 | 0.7426135 | NA | 86355.0 | 1.0000000 | 22.27000 | 19.67000 | 152.80000 | 1509.0000 | 0.1326000 | 0.2768000 | 0.4264000 | 0.1823000 | 0.2556000 | 0.0703900 | 1.2150000 | 1.5450000 | 10.050000 | 170.00000 | 0.0065150 | 0.0866800 | 0.1040000 | 0.0248000 | 0.0311200 | 0.0050370 | 28.40000 | 28.01000 | 206.80000 | 2360.0000 | 0.1701000 | 0.6997000 | 0.9608000 | 0.2910000 | 0.4055000 | 0.0978900 | 0.9311718 | 0.7784275 |
| 0.1294149 | 0.8502782 | N59 | 59 | 0.1294149 | 0.8502782 | NA | 859711.0 | 0.0000000 | 8.88800 | 14.64000 | 58.79000 | 244.0000 | 0.0978300 | 0.1531000 | 0.0860600 | 0.0287200 | 0.1902000 | 0.0898000 | 0.5262000 | 0.8522000 | 3.168000 | 25.44000 | 0.0172100 | 0.0936800 | 0.0567100 | 0.0176600 | 0.0254100 | 0.0219300 | 9.73300 | 15.67000 | 62.56000 | 284.4000 | 0.1207000 | 0.2436000 | 0.1434000 | 0.0478600 | 0.2254000 | 0.1084000 | 0.5919389 | 0.7977983 |
| 0.6627955 | 0.9858353 | N60 | 60 | 0.6627955 | 0.9858353 | NA | 859471.0 | 0.0000000 | 9.02900 | 17.33000 | 58.79000 | 250.5000 | 0.1066000 | 0.1413000 | 0.3130000 | 0.0437500 | 0.2111000 | 0.0804600 | 0.3274000 | 1.1940000 | 1.885000 | 17.67000 | 0.0095490 | 0.0860600 | 0.3038000 | 0.0332200 | 0.0419700 | 0.0095590 | 10.31000 | 22.65000 | 65.50000 | 324.7000 | 0.1482000 | 0.4365000 | 1.2520000 | 0.1750000 | 0.4228000 | 0.1175000 | 0.6948123 | 0.8442810 |
| 0.3122399 | 0.9670893 | N61 | 61 | 0.3122399 | 0.9670893 | NA | 485119202.0 | 0.5000000 | 15.91500 | 22.64500 | 105.26500 | 799.5000 | 0.0940850 | 0.1411000 | 0.1522000 | 0.0659950 | 0.1511000 | 0.0652900 | 0.7053500 | 1.7185000 | 4.063500 | 67.82000 | 0.0194460 | 0.0959750 | 0.1217000 | 0.0334900 | 0.0312600 | 0.0177100 | 16.92000 | 25.10000 | 111.05000 | 894.1500 | 0.1120650 | 0.2132500 | 0.2511500 | 0.1060000 | 0.1937500 | 0.0780850 | 0.6635286 | 0.8227825 |
| 0.2078948 | 0.9004729 | N62 | 62 | 0.2078948 | 0.9004729 | NA | 859711.0 | 0.0000000 | 8.88800 | 14.64000 | 58.79000 | 244.0000 | 0.0978300 | 0.1531000 | 0.0860600 | 0.0287200 | 0.1902000 | 0.0898000 | 0.5262000 | 0.8522000 | 3.168000 | 25.44000 | 0.0172100 | 0.0936800 | 0.0567100 | 0.0176600 | 0.0254100 | 0.0219300 | 9.73300 | 15.67000 | 62.56000 | 284.4000 | 0.1207000 | 0.2436000 | 0.1434000 | 0.0478600 | 0.2254000 | 0.1084000 | 0.5919389 | 0.7977983 |
| 0.5727938 | 0.9560023 | N63 | 63 | 0.5727938 | 0.9560023 | NA | 859045.0 | 0.7500000 | 15.37225 | 22.51500 | 103.46500 | 771.8500 | 0.1005775 | 0.2118500 | 0.2320750 | 0.0803350 | 0.2300500 | 0.0743275 | 0.6375000 | 2.1345000 | 5.974250 | 67.62250 | 0.0068015 | 0.1012575 | 0.1516325 | 0.0292900 | 0.0478175 | 0.0104412 | 17.77500 | 30.73500 | 125.25000 | 1017.5250 | 0.1324750 | 0.6259750 | 0.7972250 | 0.1945500 | 0.4310000 | 0.1170500 | 0.7326821 | 0.8170121 |
| 0.5569509 | 0.8466482 | N64 | 64 | 0.5569509 | 0.8466482 | NA | 84501001.0 | 1.0000000 | 12.46000 | 24.04000 | 83.97000 | 475.9000 | 0.1186000 | 0.2396000 | 0.2273000 | 0.0854300 | 0.2030000 | 0.0824300 | 0.2976000 | 1.5990000 | 2.039000 | 23.94000 | 0.0071490 | 0.0721700 | 0.0774300 | 0.0143200 | 0.0178900 | 0.0100800 | 15.09000 | 40.68000 | 97.65000 | 711.4000 | 0.1853000 | 1.0580000 | 1.1050000 | 0.2210000 | 0.4366000 | 0.2075000 | 0.7271720 | 0.7927863 |
| 0.2647630 | 0.0496826 | N65 | 65 | 0.2647630 | 0.0496826 | NA | 8760572.0 | 0.5000000 | 18.92050 | 16.90500 | 126.14000 | 1399.6000 | 0.1107000 | 0.1557500 | 0.3654500 | 0.1190350 | 0.2098000 | 0.0741050 | 1.8487500 | 2.0700000 | 13.026500 | 287.72500 | 0.0122100 | 0.0617900 | 0.2299450 | 0.0334300 | 0.0416450 | 0.0171580 | 19.56500 | 18.98000 | 129.77000 | 1439.7500 | 0.1217000 | 0.2144000 | 0.5708500 | 0.1583000 | 0.2378000 | 0.0905750 | 0.8816149 | 0.8979599 |
| 0.2001185 | 0.0067192 | N66 | 66 | 0.2001185 | 0.0067192 | NA | 911296202.0 | 1.0000000 | 27.42000 | 26.27000 | 186.90000 | 2501.0000 | 0.1084000 | 0.1988000 | 0.3635000 | 0.1689000 | 0.2061000 | 0.0562300 | 2.5470000 | 1.3060000 | 18.650000 | 542.20000 | 0.0076500 | 0.0537400 | 0.0805500 | 0.0259800 | 0.0169700 | 0.0045580 | 36.04000 | 31.37000 | 251.20000 | 4254.0000 | 0.1357000 | 0.4256000 | 0.6833000 | 0.2625000 | 0.2641000 | 0.0742700 | 0.8817185 | 0.8905553 |
| 0.1062707 | 0.1651024 | N67 | 67 | 0.1062707 | 0.1651024 | NA | 46479581.5 | 1.0000000 | 15.80000 | 22.17500 | 110.64000 | 815.5500 | 0.1355500 | 0.3146500 | 0.3084000 | 0.1328000 | 0.2751500 | 0.0894300 | 0.7136500 | 1.5205000 | 6.047000 | 71.81500 | 0.0097450 | 0.0714650 | 0.0828550 | 0.0223000 | 0.0692900 | 0.0075975 | 19.14000 | 29.11000 | 134.58500 | 1095.3500 | 0.1868500 | 0.7413500 | 0.7275000 | 0.2541500 | 0.6039000 | 0.1363200 | 0.9093795 | 0.8356010 |
| 0.1701194 | 0.0892239 | N68 | 68 | 0.1701194 | 0.0892239 | NA | 202786298.2 | 1.0000000 | 22.27600 | 21.85800 | 152.57600 | 1678.4200 | 0.1276800 | 0.2532800 | 0.3454400 | 0.1590400 | 0.2373400 | 0.0718220 | 1.6712600 | 1.7886000 | 12.506200 | 288.88600 | 0.0127840 | 0.0644900 | 0.0875900 | 0.0205740 | 0.0497700 | 0.0068208 | 25.69000 | 26.41000 | 177.95400 | 2203.3400 | 0.1586400 | 0.4968600 | 0.6077400 | 0.2310200 | 0.3917800 | 0.0964500 | 0.9224915 | 0.8633097 |
library(plotly)
fig <- ggplot(combined_dat, aes(x = x, y = y, xend = xend, yend = yend,
text=sprintf("Node: %s<br>Concavity: %s", Nodename, concavity_se))) +
geom_edges(aes(), color = "grey75") +
geom_nodes(aes(color = diagnosis, size= texture_se )) +
scale_color_gradient(low = "blue", high = "red") +
# geom_nodelabel_repel(aes(label = name), box.padding = unit(1, "lines")) +
theme(axis.text = element_blank(),
axis.title = element_blank(),
panel.background = element_rect(fill = "black"),
panel.grid = element_blank())
figscale_zero_to_one <- function(vector){
a <- vector - min(vector)
b <- max(vector) - min(vector)
return(a/b)
}
d <- highlight_key(combined_dat, ~symmetry_group)
p <- ggplot(d, aes(x = x, y = y, xend = xend, yend = yend, text=sprintf("Node: %s<br>Symmetry: %s", Nodename, symmetry_group))) +
geom_edges(aes(), color = "grey75") +
geom_nodes(aes(color = diagnosis, size= texture_se )) +
scale_color_gradient(low = "blue", high = "red") # +
# geom_nodelabel_repel(aes(label = name), box.padding = unit(1, "lines")) +
# theme(axis.text = element_blank(),
# axis.title = element_blank(),
# panel.background = element_rect(fill = "black"),
# panel.grid = element_blank())
gg <- ggplotly(p, tooltip = "text", width = 1000, height = 800) %>%
highlight(., on = "plotly_selected", off = "plotly_doubleclick") %>%
subplot()
highlight(gg, dynamic = TRUE)Lasso
Singh, Gurjeet, Facundo Mémoli, and Gunnar E Carlsson. 2007. “Topological Methods for the Analysis of High Dimensional Data Sets and 3d Object Recognition.” In SPBG, 91–100.
Knowledge Lab AG, linda.decave@k-lab.ch↩
Knowledge Lab AG, marco.wirthlin@k-lab.ch↩